The township was originally known as Wheatfield when it was surveyed in 1808. The name was later changed to Hammondsburgh after Jason Hammond, who settled there in 1810. The name was changed to Bath when it fully separated from Richfield Township in 1818.[4] The origin of the name Bath is obscure;[5] it is said to have been so named for its brevity.[6]