Horseshoe Lake is a lake located in Tallahatchie County, Mississippi. It appears on the Fishhook Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 146.75 feet (44.73 m) above sea level. The nearest populated place is Locopolis (historical), approximately 2.0 miles to the S.