You guys are going to laugh when you here what the problem actually was.
I was connecting the monitor via DVI. I ended up getting a Thunderbolt Display as well as a Cinema display, so I got the idea. "why don't I connect this via thunderbolt." Sure enough, as soon as it's connected via...