Mud Lake is a lake located in Yellow Medicine County, Minnesota. It appears on the Wood Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,026.90 feet (313.00 m) above sea level. The nearest populated place is Wood Lake, approximately 1.5 miles to the S.