Ok, with it doing the same thing in another computer (aka the problem followed the card) it points to the card being the problem - RMA that sucker, and ask EVGA to send you a pre-paid label as this one failed to work out of the box as the replacement.
One last thing - is the game(s) using more than 3.5GB of VRAM?