Okay, so I pulled out my old motherboard and an old Athlon II X2 that I kept lying around and just threw a ram stick, my gpu, and the processor. I didn't even worry about the heatsink, I just needed it to be on long enough to see something on my monitor. Took 3 seconds.
So now I know my GPU is fine. Just the Mobo sending it at full fan speed.
Now I'm going to throw this spare processor on my new mobo to find out if it's the processor (please god no) that might be causing the problems. Wish me luck. :o
It was my new motherboard as I had expected. I'm going to have to return it. :o