Your rear air bags are leaking down when parked. When you get moving, the air compressor reinflates the air bags. Like 'Ali SC3' said, you can find replacement airbags for cheap enough, or you can convert to a coil spring suspension instead.
Either way, it can be lifted. Raising the rear air bags is an easy matter of adjusting or shimming the sensors.