Born in Philadelphia, Johnson led a rich and eventful life - by his own accounts, he had rubbed shoulders at various times with Standard Oil tycoon John D. Rockefeller and Henry Ford, and also claimed that his grandfather was U.S. President Andrew Johnson.
He was drafted into the United States Army in 1917, and served in the Fourteenth Company, 154th Battalion.