diff --git a/synapse/handlers/e2e_keys.py b/synapse/handlers/e2e_keys.py
index fd11935b4..b63a660c0 100644
--- a/synapse/handlers/e2e_keys.py
+++ b/synapse/handlers/e2e_keys.py
@@ -111,6 +111,11 @@ class E2eKeysHandler(object):
                 failures[destination] = {
                     "status": 503, "message": "Not ready for retry",
                 }
+            except Exception as e:
+                # include ConnectionRefused and other errors
+                failures[destination] = {
+                    "status": 503, "message": e.message
+                }
 
         yield preserve_context_over_deferred(defer.gatherResults([
             preserve_fn(do_remote_query)(destination)
@@ -222,6 +227,11 @@ class E2eKeysHandler(object):
                 failures[destination] = {
                     "status": 503, "message": "Not ready for retry",
                 }
+            except Exception as e:
+                # include ConnectionRefused and other errors
+                failures[destination] = {
+                    "status": 503, "message": e.message
+                }
 
         yield preserve_context_over_deferred(defer.gatherResults([
             preserve_fn(claim_client_keys)(destination)