Walnut Grove Church was a Baptist church and a branch of Four Holes Baptist Church in present Orangeburg County from 1840 to 1869. It was admitted to the Charleston Association in 1869 and joined the Orangeburg Association in 1913. The present building was constructed circa 1883. Its foundation sills are pegged together, and the seats and backs of its pews are solid wide boards that were hand planed.