In 1935 he married. He moved to Zürich with his wife, but happened to be in Vienna at the time of the Anschluss while his wife and young daughter were still in Zürich. Bronislaw Huberman helped Feuermann and his family escape to Israel in September 1938. At the end of the year they went to the United States and applied for American citizenship.