diff --git a/aesara/link/numba/dispatch/random.py b/aesara/link/numba/dispatch/random.py
index b12e553d28..687ba0e91e 100644
--- a/aesara/link/numba/dispatch/random.py
+++ b/aesara/link/numba/dispatch/random.py
@@ -1,4 +1,5 @@
 from copy import copy
+from math import log
 from textwrap import dedent, indent
 from typing import Callable, Optional
 
@@ -8,6 +9,7 @@
 from numba import types
 from numba.extending import overload, overload_method, register_jitable
 from numba.np.random.distributions import random_beta, random_standard_gamma
+from numba.np.random.generator_core import next_double
 from numba.np.random.generator_methods import check_size, check_types, is_nonelike
 
 import aesara.tensor.random.basic as aer
@@ -373,3 +375,39 @@ def impl(inst, alphas, size=None):
             return random_dirichlet(inst.bit_generator, alphas, size)
 
     return impl
+
+
+@register_jitable
+def random_gumbel(bitgen, loc, scale):
+    """
+    This implementation is adapted from ``numpy/random/src/distributions/distributions.c``.
+    """
+    while True:
+        u = 1.0 - next_double(bitgen)
+        if u < 1.0:
+            return loc - scale * log(-log(u))
+
+
+@overload_method(types.NumPyRandomGeneratorType, "gumbel")
+def NumPyRandomGeneratorType_gumbel(inst, loc=0.0, scale=1.0, size=None):
+    check_types(loc, [types.Float, types.Integer, int, float], "loc")
+    check_types(scale, [types.Float, types.Integer, int, float], "scale")
+
+    if isinstance(size, types.Omitted):
+        size = size.value
+
+    if is_nonelike(size):
+
+        def impl(inst, loc=0.0, scale=1.0, size=None):
+            return random_gumbel(inst.bit_generator, loc, scale)
+
+    else:
+        check_size(size)
+
+        def impl(inst, loc=0.0, scale=1.0, size=None):
+            out = np.empty(size)
+            for i in np.ndindex(size):
+                out[i] = random_gumbel(inst.bit_generator, loc, scale)
+            return out
+
+    return impl
diff --git a/tests/link/numba/test_random.py b/tests/link/numba/test_random.py
index 7426bcb70d..30cb0a7092 100644
--- a/tests/link/numba/test_random.py
+++ b/tests/link/numba/test_random.py
@@ -362,7 +362,7 @@ def test_aligned_RandomVariable(rv_op, dist_args, size):
             "chi2",
             lambda *args: args,
         ),
-        pytest.param(
+        (
             aer.gumbel,
             [
                 set_test_value(
@@ -377,9 +377,6 @@ def test_aligned_RandomVariable(rv_op, dist_args, size):
             (2,),
             "gumbel_r",
             lambda *args: args,
-            marks=pytest.mark.skip(
-                reason="Not yet supported in Numba via `Generator`s"
-            ),
         ),
         (
             aer.negative_binomial,