Horseshoe Lake is a lake located in West Feliciana County, Louisiana. It appears on the Port Hudson USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 46.85 feet (14.28 m) above sea level. The nearest populated place is Mannheim (historical), approximately 0.2 miles to the NNE.