Leroy Mountain is a summit located in Dutchess County, New York. It appears on the Hyde Park USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 564.76 feet (172.14 m) above sea level. The nearest populated place is DeWitt Mills, approximately 0.4 miles to the NNW.