Yeap, it may be the board if you don't see any voltage spikes. Also, the whistling noise could be from motherboard's power delivery section, too, unless you hear that it's clearly from the PSU.
At this point, I'd say if you have a spare PSU, try it anyway, just to confirm whether it's the...