I'd check the voltages first. PSU probably shouldn't be turned on without any load. So find a suitable "consumer" (some say that car light bulb 25W is good, maybe HDD would do) and check it.
I had the problem with power connector to the motherboard. It colud be that it loosens after so many years (that female connector coming from PSU), at least I had that.
