I have had the same problem and I tried taking apart my iPod and unplugging, and reconnecting the LCD screen connectors to the logic board but it didn't do anything. I then tried resetting the iPod, but that didn't fix it either. I think once you have this problem it is time for a new device :(
I also saw a video where a guy replaced the LCD display and it still didn't fix the problem.