Human Rights League
Weill-Raynal joined the French Section of the Workers' International, later replaced by the modern-day Socialist Party. He also became a member of the Human Rights League and the Grand Orient de France, a freemason organization. He ran unsuccessfully for the National Assembly in 1924, 1932, 1936, and 1937.