Township of Cleveland is a civil located in Le Sueur County, Minnesota. It appears on the Cleveland USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,049.87 feet (320.00 m) above sea level. The nearest populated place is Cleveland, approximately 2.0 miles to the W.