cherokee county (county code ck) is a u.s. county in southeast kansas. in 2010 census, 21,603 people lived there. its county seat is columbus. the biggest city in cherokee county is baxter springs. baxter springs became the first "cow town" in kansas during the 1870s and the period of cattle drives.