This seems like a phishing attack, and it's a disclosure vulnerability to send 404 response in this case. Unfortunately that's just what IIS does.
I would rather these guys not even know my server existed.
Edit: Of course, once a TCP connection has already been established, they know something is on that port. It might be nice if they didn't know it was IIS on the other side