Lost Lake is a lake located in Grenada County, Mississippi. It appears on the Avalon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 135.24 feet (41.22 m) above sea level. The nearest populated place is Leflore, approximately 2.1 miles to the SE.