Police found bags of cannabis in a car abandoned by a driver who jumped into a canal in Sheffield to escape.
Officers followed a silver Vauxhall Astra which failed to stop for officers overnight.
South Yorkshire Police said the driver abandoned the car and jumped in a canal to avoid capture.
His passenger remained in the vehicle and was arrested at the scene.
Officers seized a number of bags of cannabis from the car.
They are now looking for the driver.