Spider Island is an uninhabited island in Lake Michigan. It is located in Ellison Bay, in the town of Liberty Grove, Wisconsin. The Gravel Island National Wildlife Refuge is made up of Spider Island, and nearby Gravel Island. At 23 acres it is the larger of the two islands.