diff --git a/changelog.d/8867.bugfix b/changelog.d/8867.bugfix
new file mode 100644
index 0000000000..f2414ff111
--- /dev/null
+++ b/changelog.d/8867.bugfix
@@ -0,0 +1 @@
+Fix the error code that is returned when a user tries to register on a homeserver on which new-user registration has been disabled.
diff --git a/synapse/rest/client/v2_alpha/register.py b/synapse/rest/client/v2_alpha/register.py
index a89ae6ddf9..9041e7ed76 100644
--- a/synapse/rest/client/v2_alpha/register.py
+++ b/synapse/rest/client/v2_alpha/register.py
@@ -451,7 +451,7 @@ class RegisterRestServlet(RestServlet):
 
         # == Normal User Registration == (everyone else)
         if not self._registration_enabled:
-            raise SynapseError(403, "Registration has been disabled")
+            raise SynapseError(403, "Registration has been disabled", Codes.FORBIDDEN)
 
         # For regular registration, convert the provided username to lowercase
         # before attempting to register it. This should mean that people who try
diff --git a/tests/rest/client/v2_alpha/test_register.py b/tests/rest/client/v2_alpha/test_register.py
index 8f0c2430e8..bcb21d0ced 100644
--- a/tests/rest/client/v2_alpha/test_register.py
+++ b/tests/rest/client/v2_alpha/test_register.py
@@ -121,6 +121,7 @@ class RegisterRestServletTestCase(unittest.HomeserverTestCase):
 
         self.assertEquals(channel.result["code"], b"403", channel.result)
         self.assertEquals(channel.json_body["error"], "Registration has been disabled")
+        self.assertEquals(channel.json_body["errcode"], "M_FORBIDDEN")
 
     def test_POST_guest_registration(self):
         self.hs.config.macaroon_secret_key = "test"