@brarboy: I tried the motherboard again this evening and managed to turn it on and off twice, succesfully. I only had the PSU, a stick of RAM, and the CPU fan plugged in.
However, after I had gotten everything in the case, nothing happened. I then took everything out in order to simulate the...