Mountain Lake is a swamp located in Hernando County, Florida. It appears on the Spring Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 102.16 feet (31.14 m) above sea level. The nearest populated place is Spring Lake, approximately 1.0 miles to the NNE.