Town of Sumner is a civil located in Trempealeau County, Wisconsin. It appears on the Osseo USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 994.09 feet (303.00 m) above sea level. The nearest populated place is Osseo, approximately 1.4 miles to the N.