To help pinpoint the problem, disconnect all the drives and any expansion cards (except the video card, obviously). Once the machine is stripped to the bare minimum, see if it will run. If not, try removing and reinserting all the connections (including reseating the RAM). If it still won't run, the problem must be CPU, RAM or motherboard.
Mr Trying-to-be-helpful, September 2004