Township of Olney is a civil located in Nobles County, Minnesota. It appears on the Adrian NE USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,594.49 feet (486.00 m) above sea level. The nearest populated place is Adrian, approximately 3.0 miles to the W.