diff --git a/relay/remote_actor.py b/relay/remote_actor.py
index a61a1d8..6b33a40 100644
--- a/relay/remote_actor.py
+++ b/relay/remote_actor.py
@@ -1,3 +1,4 @@
+import logging
 import aiohttp
 from . import CONFIG
 from .http_debug import http_debug
@@ -15,7 +16,13 @@ async def fetch_actor(uri, force=False):
     if uri in ACTORS and not force:
         return ACTORS[uri]
 
-    async with aiohttp.ClientSession(trace_configs=[http_debug()]) as session:
-        async with session.get(uri, headers={'Accept': 'application/activity+json'}) as resp:
-            ACTORS[uri] = (await resp.json(encoding='utf-8', content_type=None))
-            return ACTORS[uri]
+    try:
+        async with aiohttp.ClientSession(trace_configs=[http_debug()]) as session:
+            async with session.get(uri, headers={'Accept': 'application/activity+json'}) as resp:
+                if resp.status_code != 200:
+                    return None
+                ACTORS[uri] = (await resp.json(encoding='utf-8', content_type=None))
+                return ACTORS[uri]
+    except Exception as e:
+        logging.info('Caught %r while fetching actor %r.', e, uri)
+        return None