+1 for Marg's Beach Resort.

Also, if you're not too fuss about how many stars next to the name, you could try Gracetown Caravan park. BYO caravan, or tent, or stay in the cabins or Chalets. The choice is yours. And you'll have millions of natural stars overhead.