Sounds like the 5v rail has gone... this is quite a common problem, check by substituting for a good quality power supply.
Symptoms to look out for are
Press button ..... nothing happens
Then it might start
We have a PC at work which has a habit of booting up..... to a black screen! (All the fans are on and the Hard drive light blinks)
If we restart by powering down (Single press on power button) then start again, it will boot fine...

This is a Lenovo PC, some where (During boot) it's not handing over to the Windows Graphics driver.