Police continued the search until 9pm, with the assistance of Surf Life Saving New Zealand.
An Otago Regional Rescue Helicopter assisted.
Otago Surf Life Saving search and rescue co-ordinator Max Corboy said six inflatable rescue boats combed the water starting at the Second Beach cliff, where the swimmer had entered the water.