NB: If you have integrated video, remove your video card, hook that up, and power on.
Slightly less NB: If you have integrated video, make sure you select your video card in BIOS.
Expanding on what Warrior said, the no-signal screen will go away if you plug it in to anything, including a video card not even attached to a computer.