Can I just put up a no trespassing sign instead?
Mind your own business.
It'd be a rule to preserve the natural beauty of the island and prevent pollution and environmental destruction. This would also include a limit on the maximum allowable population the island could support.
I'll take a page from John Smith and go with the "No Work, No Eat" policy.