Stumpy Lake is a swamp located in De Soto County, Louisiana. It appears on the Evelyn USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 121.32 feet (36.98 m) above sea level. The nearest populated place is Hollingsworth, approximately 2.1 miles to the ENE.