Horseshoe Lake is a lake located in Catahoula County, Louisiana. It appears on the Larto Lake South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 40.41 feet (12.32 m) above sea level. The nearest populated place is Argo, approximately 0.5 miles to the WNW.