The hand radical and the hand kanji are identical in looks and meaning! That should make things easy!
To remember the reading て we will use the word "Television." You have great hands. Go ahead and look at them. OH MY GOD. You have little televisions (て) on your hands. They are playing the dumbest show you can think of, too, both hands at the same time.