Taylorsville is a town in Smith County, Mississippi, United States. It is the hometown of various professional athletes, including former Auburn Tigers and current Oakland Raiders quarterback Jason Campbell. The population was 1,341 at the 2000 census. The Grillin’ N Chillin’ Barbecue Festival is held each year and features a concert, K run, car and motorcycle show and barbecue competition.