Nothing will deplete a cell phone battery faster than leaving it on in flight.
You see, the phone is continuously trying to lock onto a cell site, and it uses power to do it. It can't lock to a site, of course, because at cruising altitude, the airplane is "out of sight" of the cell towers, which are engineered with horizontal antenna patterns to save their own power.