Stumpy Lake (historical) is a lake located in Caddo County, Louisiana. It appears on the Dixie USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 165.52 feet (50.45 m) above sea level. The nearest populated place is Albany (historical), approximately 1.4 miles to the SSW.