Catfish Creek Baptist Church is a historic Southern Baptist church located near Latta, Dillon County, South Carolina. It was built in 1883, and is a pine structure measuring 60 feet long and 40 feet wide. The front façade features brick steps and brick pedimented portico with four supporting columns added in 1970. It is the oldest church congregation in Dillon County, dating to 1802. It was added to the National Register of Historic Places in 1975.