Is Sufism Muslim? Is a Sufi a Mohammedan? In joining a Sufi community, is one associating with Muslims? Is a Sufi a follower of Islam? The word Islam means "peace"; this is the Arabic word. The Hebrew word is Salem (Jerusalem). Peace and its attainment in all directions is the goal of the world.