Firefighters were called at 6.50am to Crown Point Bridge, Crown Point Road.
Specialist water rescue crews used a water rescue sled to rescue the woman and she was left in the care of paramedics.
Crews from Leeds, Hunslet and Rothwell all took part in the rescue, with a technical rescue officer also at the scene.