Here is a thing...
I'm using latest TightVNC server on Windows 8.1 on my local network and it set as service and NOT to hide wallpaper on client. Wallpaper is set.
What happens is that on server startup it loses background and displays only single color. However, as soon as client connects - wallpaper shows...