Yes, especially after they declared war on Germany in 1933. See link below.
The notion that the Jews declared war on Germany is Nazi propaganda. That headline from the Daily Express is the only "evidence" that neo-Nazis can produce for this lie. (The rest of the front page below is faked).
See related question for information on persecution in Germany, 1933-39.