McElroys Lake is a lake located in Lauderdale County, Mississippi. It appears on the Lauderdale USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 244.16 feet (74.42 m) above sea level. The nearest populated place is Kemper Springs, approximately 3.5 miles to the NNE.