In 1895 Rauchinger converted from Judaism to Catholicism. After the joining of Austria with the Third Reich, he became a victim of Nazi terror. On July 10, 1942, at the age of 84, he was arrested and deported. He died on in Theresienstadt. His last place of residence before deportation was in Leopoldstadt.