Or buy a container or two of "stump remover" (essentially pure potassium nitrate) at the local hardware, sprinkle it on, and wait awhile.
You can use the leftover remover as, say, rocket fuel:
http://www.youtube.com/watch?feature=player_detailpage&v=qaN8jVgmTtc