The Nazi party was not started during World War 2. It was started in 1919 and took control of the German government in 1933. World War 2 did not start until 1939.
The Nazi Party was founded in 1919 by Anton Drexler, a Munich locksmith. It took the name that produces the acronym "Nazi" in 1920.