What's your need for moving South? If it's just to get into nature and out of the hustle and bustle then Sussex and Warren county are definitely doable even being North.

If there's a specific reason you want to get South of the Raritan River then you have a lot of options. Ocean, Atlantic, Cape May, Camden, Salem and Cumberland all have some of what you're looking for.