Generally you can't. The one thing I can think of to try - but I don't know if it will work with trees - is to move the plants into indoor planters.
On the other hand, once you've moved off the lot, the game will take over the garden for you, and you'll be able to visit the old lot and harvest there. I think money trees will continue to produce.