Check in your BIOS that you have all the power/energy save features switched off, and then check to make sure that it'll boot up without a keyboard (usually something allong the lines of HALT ON ALL BUT KEYBOARD).
Then powerdown your server, unplug the mouse, keyboard and screen and put it in a cupboard with just a network and power cable, switch it on and leave it alone.
Works just fine for me!