Yesterday, after having read @winstonalden's comment I decided to go to one of the local computer shops and buy a new power supply for my computer. (You can see here what happened to it). I had checked the hard disks and they worked fine, so I assumed the rest would too. If not I would have to pay some money to have it checked, but
A new hope... I mean new power supply.