Back to the PSU then, or motherboard.
By the way the voltages look ok but if those were taken when in BIOS then thre may be a difference when the computer is under load.
You can use this 12v PSU calculator to see if your PSU has the needed 12v amps required for your setup.
http://web.aanet.com.au/SnooP/psucalc.phpCan you give us the spec on the sticker on the side of the PSU. It will show the different voltage rails and the amps per rail.
Looks like this.