Someone accidentally shorted there power supply earlier this year by letting their hard drive touch the motherboard. They eventually replaced the PSU and everything was working normally.
That might be what happened. A 12V short would have drawn a lot of amps.
It sounds like you should have been more thorough at the start. Most of us learned to find faults by 'process of elimination.' Check each card individually etc.