That's the thing, there is no beep code for that. And even then, it only happens when absolutley everything is disconnected, including the CPU. It's 10 feet away on my desk!

There is no beeping at all with just the CPU installed (and heatsink/fan) or anything else.
There are only a couple listed in the manual and none of them are this :-(