Named after Olathe, Kansas, Olathe is a statutory town in Montrose County, Colorado. In the 2020 census, the population of Olathe grew to 2,019. Up from 1,849 at the 2010 census. The post office in Olathe has been in operation since 1896 with a zipcode of 81425.