Duck Hill is a town in Montgomery County, Mississippi, United States. The population was 619 at the 2020 census, down from 732 in 2010. Duck Hill is located on U.S. Route 51, midway between Grenada and Winona. Big Bogue Creek flows east and north of the town. The Lucie E. Campbell Gospel and Heritage Festival takes place each summer in Duck Hill. Duck Hill is named for a large hill northeast of the town, where "Duck", a Choctaw chief, held war councils.