I got a new graphics card. Problem fixed immediately.
Wait, so a new GPU will fix the monitor, mouse, and keyboard all shutting off? That doesn't seem like it should work. I've been having this problem for a few weeks now and have tried multiple things as well. Never once thought it was my graphics card though!