Mud Lake is a lake located in Rice County, Minnesota. It appears on the Shieldsville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,070.21 feet (326.20 m) above sea level. The nearest populated place is Shieldsville, approximately 0.7 miles to the ENE.