No you can not without asking. This is a major flaw. It should say which mod deleted it in the message. Then you could message them directly. Also mods that are biased get to hide away deleting on topic relevant messages and you can not prove it is them that is doing it because they will never admit it even if you ask in public.
We just noticed our thread was deleted and there was not even a message about it either. Just vanished.