Township of Leenthrop is a civil located in Chippewa County, Minnesota. It appears on the Asbury 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 Asbury, approximately 4.0 miles to the SSE.