Stone attended public schools in Topeka before attending Washburn College where he graduated with a bachelor's degree in 1889.
Following his graduation from Washburn in 1889, Stone studied law in the offices of J.G. Slonecker, a future president of the Kansas Bar Association, and then with Frank Foster and John Murray of the firm Murray & Foster in Topeka.