The Central Bureau of Investigation (CBI) on Wednesday took former Maharashtra home minister Anil Deshmukh into custody from Mumbai's Arthur Road Jail in connection with corruption allegations raised against him by former Mumbai police commissioner Param Bir Singh, an official said.