Painter Creek was platted in 1870.[2] The community took its name from nearby Painter Creek. A post office called Painter Creek was established in 1852, and remained in operation until 1903.[3] Besides the post office, Painter Creek had a tile factory, schoolhouse, and town hall.[4]