Look at the voltages reported by BIOS or some system health utility. They should all be within 5% of the nominal value (that's 11.4-12.6, 4.75-5.25, 3.14-3.47)
Put a CD in all your optical drives, power off. Turn the computer on again and see if it can manage to spin up all the hard drives plus the CDs.