my PSU did that last week, it was a dying capacitor. If I left it for 20 - 50 minutes and tried powering it up it would eventualy work unless it was unplugged from the mains.
I just bought a new PSU last week and all is well again :)
I just bought a new PSU last week and all is well again :)