Why does adding a Desktop suddenly gives me a new wallpaper?
By default Mission Control uses the same wallpaper as Desktop 1. I assume this is a bug with external monitors where it uses the default galaxy image instead. While not what you are looking for, you can always move the System Preferences window to that desktop/display and manually change the desktop image.