taught the A+ cert course for 5 years been doing PC's since 91
Unplug mouse, keyboard, monitor, and all other external hardware cables.
Plug in only power cord. The PSU light should be green
1) press the power button, the fans should spin very briefly, sometimes just a flicker.
2) Then the PSU light goes out.

Replace PSU