diff --git a/CHANGELOG.md b/CHANGELOG.md
index ad1aa8d93..b87f2b187 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -26,6 +26,8 @@ PLEASE REMEMBER TO CHANGE THE '..main' WITH AN ACTUAL TAG in GITHUB LINK.
     JAX release 0.3.5, and {func}`jax.tree_util.tree_map` is a direct replacement.
   * Removed `jax.experimental.stax`; it has long been a deprecated alias of
     {mod}`jax.example_libraries.stax`.
+  * Removed `jax.experimental.optimizers`; it has long been a deprecated alias of
+    {mod}`jax.example_libraries.optimizers`.
 
 ## jaxlib 0.3.16 (Unreleased)
 * [GitHub commits](https://github.com/google/jax/compare/jaxlib-v0.3.15...main).
diff --git a/jax/BUILD b/jax/BUILD
index fe8c36ca4..ad5b3bf1d 100644
--- a/jax/BUILD
+++ b/jax/BUILD
@@ -159,7 +159,6 @@ pytype_library(
     name = "optimizers",
     srcs = [
         "example_libraries/optimizers.py",
-        "experimental/optimizers.py",
     ],
     visibility = ["//visibility:public"],
     deps = [":jax"],
diff --git a/jax/experimental/optimizers.py b/jax/experimental/optimizers.py
deleted file mode 100644
index 71c2a14f2..000000000
--- a/jax/experimental/optimizers.py
+++ /dev/null
@@ -1,30 +0,0 @@
-# Copyright 2021 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     https://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-"""Optimizers have moved to jax.example_libraries.optimizers
-
-jax.experimental.optimizers is deprecated and will delegate to
-jax.example_libraries.optimizers with a warning for backwards-compatibility
-for a limited time.
-"""
-
-import warnings
-
-from jax.example_libraries.optimizers import *    # noqa: F401,F403
-
-_HAS_DYNAMIC_ATTRIBUTES = True
-
-warnings.warn('jax.experimental.optimizers is deprecated, '
-              'import jax.example_libraries.optimizers instead',
-              FutureWarning)