I honestly haven't even played with this in a few years, although I used to connect to servers with it and had it configured to see wallpapers. That was, however, handled at the server end (both through the terminal server settings and group policy). I'm assuming there's something similar for the home user, either in way of a UI setting or something in the registry. In fact, I'd bet on it.
Happy hunting!