Colfax is a town in Perry Township, Clinton County, Indiana, United States. The population was 691 at the 2010 census. The town was originally known as Midway since it was a half-way point on the IC&L Railroad between Lafayette and Indianapolis; it was later renamed to honor Vice President Schuyler Colfax.