Two people were diving near the cliff when it collapsed. A third person was unharmed and was helped by rescue personnel at the scene.
The authorities have cordoned off the area adjacent to the cliff due to the risk of further landslides.
Biarritz, in southwestern France, is considered one of the best places in Europe for surfing, and crowds of tourists visit the city every year.
