Could be a few things.
First thing to try would be to take out any cards and reseat them. This means RAM and vid card (if you have a vid card). However, if it just up and started to do this, my guess would be the power supply. That said, when you push the button to turn it on, do any fans spin up? If not, that's pretty indicative of the PSU failing/having failed.