In line with what Lemage said... check your power settings all around. This likely isn't the monitors themselves. It also could be a video card driver issue or faulty hardware.

It may be worth taking a quick peek at the windows event log to see if there are any hints.

Also, are you playing on DX9 or DX11? If DX11, try on DX9 for a while and see if that stops the issue.