Beneath a range of hills known as Rough Ridge, a small township with the same name developed after gold and quartz began to be mined in the 1860s. The township name later changed to Oturehua in 1908 by the Railways Department although the connection to a battle or a chief was challenged by locals who felt the name was not credible.