diff --git a/pulsar/client_impl.go b/pulsar/client_impl.go
index 7daf6f62a..65aed3b96 100644
--- a/pulsar/client_impl.go
+++ b/pulsar/client_impl.go
@@ -40,14 +40,15 @@ const (
 )
 
 type client struct {
-	cnxPool       internal.ConnectionPool
-	rpcClient     internal.RPCClient
-	handlers      internal.ClientHandlers
-	lookupService internal.LookupService
-	metrics       *internal.Metrics
-	tcClient      *transactionCoordinatorClient
-	memLimit      internal.MemoryLimitController
-	closeOnce     sync.Once
+	cnxPool          internal.ConnectionPool
+	rpcClient        internal.RPCClient
+	handlers         internal.ClientHandlers
+	lookupService    internal.LookupService
+	metrics          *internal.Metrics
+	tcClient         *transactionCoordinatorClient
+	memLimit         internal.MemoryLimitController
+	closeOnce        sync.Once
+	operationTimeout time.Duration
 
 	log log.Logger
 }
@@ -161,9 +162,10 @@ func newClient(options ClientOptions) (Client, error) {
 	c := &client{
 		cnxPool: internal.NewConnectionPool(tlsConfig, authProvider, connectionTimeout, keepAliveInterval,
 			maxConnectionsPerHost, logger, metrics, connectionMaxIdleTime),
-		log:      logger,
-		metrics:  metrics,
-		memLimit: internal.NewMemoryLimitController(memLimitBytes, defaultMemoryLimitTriggerThreshold),
+		log:              logger,
+		metrics:          metrics,
+		memLimit:         internal.NewMemoryLimitController(memLimitBytes, defaultMemoryLimitTriggerThreshold),
+		operationTimeout: operationTimeout,
 	}
 	serviceNameResolver := internal.NewPulsarServiceNameResolver(url)
 
diff --git a/pulsar/consumer_partition.go b/pulsar/consumer_partition.go
index 3572a5226..162565b2a 100644
--- a/pulsar/consumer_partition.go
+++ b/pulsar/consumer_partition.go
@@ -570,15 +570,41 @@ func (pc *partitionConsumer) internalUnsubscribe(unsub *unsubscribeRequest) {
 
 func (pc *partitionConsumer) getLastMessageID() (*trackingMessageID, error) {
 	if state := pc.getConsumerState(); state == consumerClosed || state == consumerClosing {
-		pc.log.WithField("state", state).Error("Failed to redeliver closing or closed consumer")
-		return nil, errors.New("failed to redeliver closing or closed consumer")
+		pc.log.WithField("state", state).Error("Failed to getLastMessageID for the closing or closed consumer")
+		return nil, errors.New("failed to getLastMessageID for the closing or closed consumer")
 	}
-	req := &getLastMsgIDRequest{doneCh: make(chan struct{})}
-	pc.eventsCh <- req
+	remainTime := pc.client.operationTimeout
+	var backoff internal.BackoffPolicy
+	if pc.options.backoffPolicy != nil {
+		backoff = pc.options.backoffPolicy
+	} else {
+		backoff = &internal.DefaultBackoff{}
+	}
+	request := func() (*trackingMessageID, error) {
+		req := &getLastMsgIDRequest{doneCh: make(chan struct{})}
+		pc.eventsCh <- req
 
-	// wait for the request to complete
-	<-req.doneCh
-	return req.msgID, req.err
+		// wait for the request to complete
+		<-req.doneCh
+		return req.msgID, req.err
+	}
+	for {
+		msgID, err := request()
+		if err == nil {
+			return msgID, nil
+		}
+		if remainTime <= 0 {
+			pc.log.WithError(err).Error("Failed to getLastMessageID")
+			return nil, fmt.Errorf("failed to getLastMessageID due to %w", err)
+		}
+		nextDelay := backoff.Next()
+		if nextDelay > remainTime {
+			nextDelay = remainTime
+		}
+		remainTime -= nextDelay
+		pc.log.WithError(err).Errorf("Failed to get last message id from broker, retrying in %v...", nextDelay)
+		time.Sleep(nextDelay)
+	}
 }
 
 func (pc *partitionConsumer) internalGetLastMessageID(req *getLastMsgIDRequest) {
@@ -1987,16 +2013,11 @@ func (pc *partitionConsumer) hasNext() bool {
 		return true
 	}
 
-	for {
-		lastMsgID, err := pc.getLastMessageID()
-		if err != nil {
-			pc.log.WithError(err).Error("Failed to get last message id from broker")
-			continue
-		} else {
-			pc.lastMessageInBroker = lastMsgID
-			break
-		}
+	lastMsgID, err := pc.getLastMessageID()
+	if err != nil {
+		return false
 	}
+	pc.lastMessageInBroker = lastMsgID
 
 	return pc.hasMoreMessages()
 }
diff --git a/pulsar/reader.go b/pulsar/reader.go
index 1c5235d42..4daa88906 100644
--- a/pulsar/reader.go
+++ b/pulsar/reader.go
@@ -113,6 +113,7 @@ type Reader interface {
 	Next(context.Context) (Message, error)
 
 	// HasNext checks if there is any message available to read from the current position
+	// If there is any errors, it will return false
 	HasNext() bool
 
 	// Close the reader and stop the broker to push more messages
diff --git a/pulsar/reader_test.go b/pulsar/reader_test.go
index ccf52875b..78c222dac 100644
--- a/pulsar/reader_test.go
+++ b/pulsar/reader_test.go
@@ -28,6 +28,7 @@ import (
 	"github.com/apache/pulsar-client-go/pulsaradmin/pkg/admin/config"
 	"github.com/apache/pulsar-client-go/pulsaradmin/pkg/utils"
 	"github.com/google/uuid"
+	"github.com/pkg/errors"
 	"github.com/stretchr/testify/assert"
 )
 
@@ -1023,3 +1024,66 @@ func createPartitionedTopic(topic string, n int) error {
 	}
 	return nil
 }
+
+func TestReaderHasNextFailed(t *testing.T) {
+	client, err := NewClient(ClientOptions{
+		URL: serviceURL,
+	})
+	assert.Nil(t, err)
+	topic := newTopicName()
+	r, err := client.CreateReader(ReaderOptions{
+		Topic:          topic,
+		StartMessageID: EarliestMessageID(),
+	})
+	assert.Nil(t, err)
+	r.(*reader).c.consumers[0].state.Store(consumerClosing)
+	assert.False(t, r.HasNext())
+}
+
+func TestReaderHasNextRetryFailed(t *testing.T) {
+	client, err := NewClient(ClientOptions{
+		URL:              serviceURL,
+		OperationTimeout: 2 * time.Second,
+	})
+	assert.Nil(t, err)
+	topic := newTopicName()
+	r, err := client.CreateReader(ReaderOptions{
+		Topic:          topic,
+		StartMessageID: EarliestMessageID(),
+	})
+	assert.Nil(t, err)
+
+	c := make(chan interface{})
+	defer close(c)
+
+	// Close the consumer events loop and assign a mock eventsCh
+	pc := r.(*reader).c.consumers[0]
+	pc.Close()
+	pc.state.Store(consumerReady)
+	pc.eventsCh = c
+
+	go func() {
+		for e := range c {
+			req, ok := e.(*getLastMsgIDRequest)
+			assert.True(t, ok, "unexpected event type")
+			req.err = errors.New("expected error")
+			close(req.doneCh)
+		}
+	}()
+	minTimer := time.NewTimer(1 * time.Second) // Timer to check if r.HasNext() blocked for at least 1s
+	maxTimer := time.NewTimer(3 * time.Second) // Timer to ensure r.HasNext() doesn't block for more than 3s
+	done := make(chan bool)
+	go func() {
+		assert.False(t, r.HasNext())
+		done <- true
+	}()
+
+	select {
+	case <-maxTimer.C:
+		t.Fatal("r.HasNext() blocked for more than 3s")
+	case <-done:
+		assert.False(t, minTimer.Stop(), "r.HasNext() did not block for at least 1s")
+		assert.True(t, maxTimer.Stop())
+	}
+
+}