Graceville Township is a township in Big Stone County, Minnesota, United States. The population was 205 as of the 2000 census. Graceville Township took its name from the city of Graceville, which was named for Thomas Langdon Grace, second Roman Catholic Bishop of Saint Paul, Minnesota.