Yeah, I've removed the PCI-cards, tried both RAM-sticks alone, removed and reseated the video card, checked the different power connectors from the PSU to the mobo...
After I started the computer again I'm noticing I get the faint reboot beeps even when the CPU-fan doesn't spin up.