In 2003, Muslim joined the newly formed Democratic Union Party (PYD), becoming a member of its executive council, and was elected as party head in 2010.
Unter Muslim's chairmanship the PYD in the following years became the leading political party and actor in the emergence of the Federation of Northern Syria - Rojava.