Leatherwood Island is a island located in Harrison County, Indiana. It appears on the Fredericksburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 555.53 feet (169.33 m) above sea level. The nearest populated place is Milltown, approximately 3.6 miles to the SSW.