Kempville is an unincorporated community in Smith County, Tennessee, United States. It is located along State Route 85 in a hilly area northeast of Carthage. Kempville Branch, a tributary of Defeated Creek, flows through the community.

Kempville was probably named for a family of early settlers in the area.