Power supply unit failed
will still supply enough for mobo led hence green led
"Are there any other fuses that could be checked easily? Does the power supply have its own fuse?"
No, fuse may have gone inside PSU but very nasty voltages in there, do not recommend you open unless a qualified electronics engineer.