Olmstead Island is a island located in Oneida County, Wisconsin. It appears on the Hazelhurst USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,578.08 feet (481.00 m) above sea level. The nearest populated place is Rantz, approximately 2.4 miles to the W.