So to get it for all screens you have to add it to all you're dialogs.
Why do you think I didn't apply Fullscreen to all dialogs? Take a look at the example code. In ubuntu 12.04 I had to add also Sizeable(), otherwise even first window wasn't full screen (it was maximized).