Is it only happening in one game? or all games? check the make of your psu. Some cheap brands of 650w psu may only put out 350w continuous, their rating is a "peak" power rating and often doesnt supply enough juice to the 12v where its needed. Also make sure you update your drivers.
It is happening in all games, I will check if I have downloaded latest drivers aswell