diff --git a/django/db/models/enums.py b/django/db/models/enums.py
index f48143ddaf..51821a2b45 100644
--- a/django/db/models/enums.py
+++ b/django/db/models/enums.py
@@ -31,6 +31,7 @@ class ChoicesMeta(enum.EnumMeta):
         # that is passed in as "self" as the value to use when looking up the
         # label in the choices.
         cls.label = property(lambda self: cls._value2label_map_.get(self.value))
+        cls.do_not_call_in_templates = True
         return enum.unique(cls)
 
     def __contains__(cls, member):
diff --git a/docs/releases/3.0.3.txt b/docs/releases/3.0.3.txt
index 27ace475d1..ab5a2fd84b 100644
--- a/docs/releases/3.0.3.txt
+++ b/docs/releases/3.0.3.txt
@@ -20,3 +20,6 @@ Bugfixes
 * Relaxed the system check added in Django 3.0 to reallow use of a sublanguage
   in the :setting:`LANGUAGE_CODE` setting, when a base language is available in
   Django but the sublanguage is not (:ticket:`31141`).
+
+* Added support for using enumeration types ``TextChoices``,
+  ``IntegerChoices``, and ``Choices`` in templates (:ticket:`31154`).
diff --git a/tests/model_enums/tests.py b/tests/model_enums/tests.py
index b9356479de..ffc199ce42 100644
--- a/tests/model_enums/tests.py
+++ b/tests/model_enums/tests.py
@@ -4,6 +4,7 @@ import ipaddress
 import uuid
 
 from django.db import models
+from django.template import Context, Template
 from django.test import SimpleTestCase
 from django.utils.functional import Promise
 from django.utils.translation import gettext_lazy as _
@@ -149,6 +150,11 @@ class ChoicesTests(SimpleTestCase):
                 with self.subTest(member=member):
                     self.assertEqual(str(test[member.name]), str(member.value))
 
+    def test_templates(self):
+        template = Template('{{ Suit.DIAMOND.label }}|{{ Suit.DIAMOND.value }}')
+        output = template.render(Context({'Suit': Suit}))
+        self.assertEqual(output, 'Diamond|1')
+
 
 class Separator(bytes, models.Choices):
     FS = b'\x1c', 'File Separator'