The community was originally called "Mouse Creek," but was renamed in 1897 to avoid confusion with a railroad stop in Jefferson City that was named "Mossy Creek."
The Niota Depot, built in 1854 for the East Tennessee, Virginia and Georgia Railway, is the oldest standing railroad depot in Tennessee.