Weishaupt was buried next to his son Wilhelm who preceded him in death in 1802.
Preživela ga je druga žena, Anna Maria (nee Sausenhofer), ter njegovi otroci Nanette, Charlotte, Ernst Karl, Eduard in Alfred.