George Norris was born near Clyde, Ohio on July 11, 1861. Norris' father died when he was four years old — only months after his brother died in the Civil War.

While in college, Norris earned money by farming and teaching. Sometimes he would have to take entire semesters off from school so he could work. This was common of many students who attended Norris’ college.