 Initially known as "Clarence," what is now Susan Moore was settled by Robert M. Moore and his family in the mid-1860s.In 1923, two of Moore's grandsons donated land for a new school, which was named after their mother, Susan Moore, and the community gradually adopted this name.The town incorporated in 1982.