The Abbasid dynasty descended from Muhammad's uncle, Al-Abbas ibn Abd al-Muttalib (566â653 CE), from whom the dynasty takes its name. They ruled as caliphs for most of their period from their capital in Baghdad in modern-day Iraq, after assuming authority over the Muslim empire from the Umayyads in 750 CE (132 AH).