An Etymological Dictionary of the German Language/Annotated/Trumpf
Trumpf, masculine, ‘trump,’ Modern High German only, from the equivalent French triomphe (Italian trionfo), whence also Dutch troef, English trump; properly identical therefore with Latin triumphus; hence literally ‘triumphant, victorious card.’ Compare Treff.