Tausig was the son of Jewish female author Franziska Tausig. When the Nazis annexed Austria in 1938, she managed to send 16-year-old Otto to England in answer to an advertisement for factory workers which had been posted in "The Times". She perished in the ensuing Holocaust, but he was spared.