Township of Cloverleaf is a civil located in Pennington County, Minnesota. It appears on the Mavie USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,161.42 feet (354.00 m) above sea level. The nearest populated place is Mavie, approximately 1.1 miles to the WNW.