Mud Lake is a swamp located in Bolivar County, Mississippi. It appears on the Arkansas City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 147.64 feet (45.00 m) above sea level. The nearest populated place is Mound Landing, approximately 3.1 miles to the NNE.