Hatch Lake is a lake located in Rice County, Minnesota. It appears on the Veseli USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,038.45 feet (316.52 m) above sea level. The nearest populated place is Veseli, approximately 1.1 miles to the ENE.