If your stick spikes to the point it turns off auto takeoff, you need to add some dead zone to the spiking axis. If you cannot maintain level auto pilot either, this is the cause.
If you can use auto pilot after you take off, my only guess is you're banging the stick just enough to dislodge auto pilot.
Or maybe the stick is slipping (losing spring?) and sags on its own?