Goose Island is a island located in Cass County, Minnesota. It appears on the Steamboat Bay USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,303.57 feet (397.33 m) above sea level. The nearest populated place is Baker, approximately 4.4 miles to the S.