"Move in" is a compound concept, involving two elements. There can be no single opposite expression until you determine whether you want the opposite of move or the opposite of in-- or the compount opposite (of both).
1. Stay in.
2. Move out.
3. Get out and stay out. Don't come back. This is not negotiable.