Problem: iTunes wouldn't play my purchased videos. Just a black screen with no audio or video.
Solution: Close other programs. In my case, I had MAME with Tekken Tag Tournament running, as well as Blackmagic Media Express in playback mode.
Also, if you ever wanted to skip a few seconds back or forward when playing video in iTunes, hit Ctrl+Alt plus left or right.
