He was one of the organizers of the German Republican Society in Philadelphia. He represented the large German immigrant population in Philadelphia. He and Benjamin Bache became a part of a radical faction of the Society which led to a schism in the Society over the Whiskey Rebellion. Leib and his brother volunteered to join the military force sent to control the insurrection.
