Joseph Ernst Kuhn was born in Leavenworth, Kansas on June 14, 1864; his parents, Gottlieb Victor Kuhn and Anna Maria Kempel, were natives of Germany.
After high school, Kuhn was appointed to the United States Military Academy; he graduated first of 39 in the West Point class of 1885.