This - didn't respond in time, but yeah. Coil whine or capacitor whine.
Some GPU's are known to do this as well. If you're concerned about it, see if the PSU is still under warranty and get it replaced, or swap it with a higher quality unit; that model is an OK version, but the capacitors are not of the highest quality according to some reviews.