Controlling a drone can be tricky sometimes, as it tries to achieve constant height ( if you fly above hole, drone goes down). I suggest adding go up and go down buttons, most probably alt and space. Also drone should stay at the same height when moving, this also will fix "drone falls into water" problem.
