Granville is an unincorporated community in Jackson County, Tennessee, United States. Granville was the birthplace of U.S. Senator Albert Gore Sr., the father of former vice president Al Gore.

Granville is surrounded by the Cordell Hull Lake on three sides. When the Cordell Hull Dam