I tried pulling all the RAM, and then putting just 1 DIMM in each of the 3 sockets, and still no response, so that doesn't seem to be the issue.
Re-seating the AGP card didn't help either. I didn't see any bulging caps on it or the mobo, in a closer inspection.
Oh, well, I guess I'll get...