It runs for around 3 seconds, all the fans and lights turn on, but as it is on there's just a long beep. Then it turns off. And to turn it back on I have to unplug and plug it back in.
probabbly when you disconnected your pc by switching off the psu switch it may have caused a short cut or something like that in the psu try twsting your psu if it works an example on corsair psu: