diff --git a/docs/changelog.rst b/docs/changelog.rst
index 40c39e1b3..8aebfc7a5 100644
--- a/docs/changelog.rst
+++ b/docs/changelog.rst
@@ -8,7 +8,12 @@ versions with advance notice in the **Deprecations** section of releases.
 
 .. _Semantic Versioning: https://semver.org/
 
-.. towncrier-draft-entries:: |release| [UNRELEASED DRAFT]
+.. only:: not is_release
+
+   .. towncrier-draft-entries:: |release| [UNRELEASED DRAFT]
+
+   Released versions
+   ^^^^^^^^^^^^^^^^^
 
 .. towncrier release notes start
 
diff --git a/docs/conf.py b/docs/conf.py
index 553f3deed..a2a3e4a00 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -3,6 +3,7 @@
 # Ref: https://www.sphinx-doc.org/en/master/usage/configuration.html
 """Configuration for the Sphinx documentation generator."""
 
+import os
 from functools import partial
 from pathlib import Path
 
@@ -12,6 +13,13 @@
 # -- Path setup --------------------------------------------------------------
 
 PROJECT_ROOT_DIR = Path(__file__).parents[1].resolve()
+IS_RELEASE_ON_RTD = (
+    os.getenv("READTHEDOCS", "False") == "True"
+    and os.environ["READTHEDOCS_VERSION_TYPE"] == "tag"
+)
+if IS_RELEASE_ON_RTD:
+    tags.add("is_release")
+
 get_scm_version = partial(get_version, root=PROJECT_ROOT_DIR)
 
 # If extensions (or modules to document with autodoc) are in another directory,
diff --git a/tox.ini b/tox.ini
index 7dd4cc45f..bc56a7d94 100644
--- a/tox.ini
+++ b/tox.ini
@@ -352,6 +352,7 @@ commands =
 changedir = {toxinidir}/docs
 isolated_build = true
 passenv =
+  READTHEDOCS*
   SPHINX_BUILDER
   SPHINX_BUILD_OUTPUT_DIRECTORY
   SSH_AUTH_SOCK