diff --git a/changelog.d/13558.misc b/changelog.d/13558.misc
new file mode 100644
index 0000000000..e3f3e31740
--- /dev/null
+++ b/changelog.d/13558.misc
@@ -0,0 +1 @@
+Make `HomeServerTestCase` load any configured homeserver modules automatically.
\ No newline at end of file
diff --git a/tests/events/test_presence_router.py b/tests/events/test_presence_router.py
index ffc3012a86..685a9a6d52 100644
--- a/tests/events/test_presence_router.py
+++ b/tests/events/test_presence_router.py
@@ -141,10 +141,6 @@ class PresenceRouterTestCase(FederatingHomeserverTestCase):
         hs = self.setup_test_homeserver(
             federation_transport_client=fed_transport_client,
         )
-        # Load the modules into the homeserver
-        module_api = hs.get_module_api()
-        for module, config in hs.config.modules.loaded_modules:
-            module(config=config, api=module_api)
 
         load_legacy_presence_router(hs)
 
diff --git a/tests/handlers/test_password_providers.py b/tests/handlers/test_password_providers.py
index 4c62449c89..75934b1707 100644
--- a/tests/handlers/test_password_providers.py
+++ b/tests/handlers/test_password_providers.py
@@ -21,7 +21,6 @@ from unittest.mock import Mock
 import synapse
 from synapse.api.constants import LoginType
 from synapse.api.errors import Codes
-from synapse.handlers.auth import load_legacy_password_auth_providers
 from synapse.module_api import ModuleApi
 from synapse.rest.client import account, devices, login, logout, register
 from synapse.types import JsonDict, UserID
@@ -167,16 +166,6 @@ class PasswordAuthProviderTests(unittest.HomeserverTestCase):
         mock_password_provider.reset_mock()
         super().setUp()
 
-    def make_homeserver(self, reactor, clock):
-        hs = self.setup_test_homeserver()
-        # Load the modules into the homeserver
-        module_api = hs.get_module_api()
-        for module, config in hs.config.modules.loaded_modules:
-            module(config=config, api=module_api)
-        load_legacy_password_auth_providers(hs)
-
-        return hs
-
     @override_config(legacy_providers_config(LegacyPasswordOnlyAuthProvider))
     def test_password_only_auth_progiver_login_legacy(self):
         self.password_only_auth_provider_login_test_body()
diff --git a/tests/handlers/test_register.py b/tests/handlers/test_register.py
index 23f35d5bf5..86b3d51975 100644
--- a/tests/handlers/test_register.py
+++ b/tests/handlers/test_register.py
@@ -22,7 +22,6 @@ from synapse.api.errors import (
     ResourceLimitError,
     SynapseError,
 )
-from synapse.events.spamcheck import load_legacy_spam_checkers
 from synapse.spam_checker_api import RegistrationBehaviour
 from synapse.types import RoomAlias, RoomID, UserID, create_requester
 
@@ -144,12 +143,6 @@ class RegistrationTestCase(unittest.HomeserverTestCase):
             config=hs_config, federation_client=self.mock_federation_client
         )
 
-        load_legacy_spam_checkers(hs)
-
-        module_api = hs.get_module_api()
-        for module, config in hs.config.modules.loaded_modules:
-            module(config=config, api=module_api)
-
         return hs
 
     def prepare(self, reactor, clock, hs):
diff --git a/tests/server.py b/tests/server.py
index 9689e6a0cd..c447d5e4c4 100644
--- a/tests/server.py
+++ b/tests/server.py
@@ -61,6 +61,10 @@ from twisted.web.resource import IResource
 from twisted.web.server import Request, Site
 
 from synapse.config.database import DatabaseConnectionConfig
+from synapse.events.presence_router import load_legacy_presence_router
+from synapse.events.spamcheck import load_legacy_spam_checkers
+from synapse.events.third_party_rules import load_legacy_third_party_event_rules
+from synapse.handlers.auth import load_legacy_password_auth_providers
 from synapse.http.site import SynapseRequest
 from synapse.logging.context import ContextResourceUsage
 from synapse.server import HomeServer
@@ -913,4 +917,14 @@ def setup_test_homeserver(
     # Make the threadpool and database transactions synchronous for testing.
     _make_test_homeserver_synchronous(hs)
 
+    # Load any configured modules into the homeserver
+    module_api = hs.get_module_api()
+    for module, config in hs.config.modules.loaded_modules:
+        module(config=config, api=module_api)
+
+    load_legacy_spam_checkers(hs)
+    load_legacy_third_party_event_rules(hs)
+    load_legacy_presence_router(hs)
+    load_legacy_password_auth_providers(hs)
+
     return hs