I have this issue on a school owned iPad2 running 8.1. I followed SK’s solution and was able to turn it off using assistive touch.
Now, of course, I have the opposite problem in that it won’t come back on using the power button. Connecting to a power source will turn it on, however.
The sleep button will wake it up, but not put it back to sleep.
This seems like a hardware issue to me.