I have tried another GPU, it didn't work. I tried it in both slots on the motherboard too. It really seems like the GPU isn't to blame. Personally, all I can think of is a faulty motherboard. Which is odd though, because everything looks like it works. The fans run, LEDs are on, etc. Just doesn't boot.