Why are there black bars around the edge of my screen?

If you're using AMD's graphics card, you may encounter this problem. This issue can be eliminated by adjusting the Scaling options to 0% in AMD's Catalyst Control Center -> My Digital Flat Panel -> Scaling Options.

(Overscan to 0%)