Caracciola was interested in cars from a young age, and from his fourteenth birthday wanted to become a racing driver.
Njegovi predniki so se med Tridesetletno vojno izselili iz Neaplja in se preselili v nemško mesto Rhineland, kjer je princ Bartolomeo Caracciolo poveljeval Utrdbi Ehrenbreitstein pri Koblenzu.