Owen was born in Chicago, Illinois in 1875 and his family moved to St. Louis, Missouri when he was 12. After he finished school, his family again moved, this time to Arkansas City, Kansas. There Owen served as an apprentice to a local doctor for three years. He then enrolled in the University of Kansas in 1897 to pursue his medical studies and he soon discovered his knack for football.