Firefighters from York, Acomb, and Selby responded to the emergency call shortly after 4am after the person was seen in the river.
Yorkshire Ambulance Service also responded.
The firefighters used a triple extension ladder to reach the person in the water and bring them to safety.
Paramedics took over and ensured that the person got the necessary medical treatment.
