Before buying a new PSU, I decided to try and clean out everything inside the computer. I got the computer to boot up again, although no connection is made from the computer to the monitor and I don't hear the regular "beep" when starting up the computer.
(Some liquid from the compressed air can may have gotten in contact with my motherboard and video card).