Cherry Lake is a lake located in Sumter County, Florida. It appears on the Lady Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 51.20 feet (15.61 m) above sea level. The nearest populated place is Cherry Lake, approximately 1.1 miles to the E.