The fire was caused by a gas cylinder explosion in the Prarthana building near the Kishore Kumar Garden in Juhu, they said.
The injured have been admitted to the nearby Cooper Hospital of BMC.
The fire has been brought under control, Mumbai police spokesperson Rashmi Karandikar told PTI.