It was the power supply unit that had blown. For the second or third time since I have this configuration of hardware. Probably because the computer runs most of the day, sometimes even longer.
I did lose some files, but nothing I can't re-created. It's just a time-thing. *sigh*
Now to finally install that program for doing daily backups... ^^