If you like the people where you are now I would at least give them a heads up about your move. I think it is a courtesy thing instead of any contract agreement. Plus you don't want to burn any bridges. The reasons you gave are understandable and I can't see then having a problem with it.
"Until one has loved an animal, part of one's soul remains unawakened..."
- Anatole France