Otto Neumann was born in Heidelberg, the third child of Fritz Neumann, a professor of Romance Philology at the University of Heidelberg.
Neumann's early years as an artist were fertile, and he produced linoleum prints of scenes from the Passion of Christ, produced both watercolor and oil still-life paintings, and made pencil and charcoal drawings after the historical artists he most admired.