The bodies of two men and one woman were found after the buildings collapsed on Monday (local time), the local fire brigade said, while searches continued for other people who might be buried.
Marseille public prosecutor Xavier Tarabeux said up to eight people might have been buried.
Authorities said they were looking into what caused the collapse.
Local residents said the building was old and dilapidated, which might have been a factor.