The Bombay High Court on Tuesday held that the arrest of ICICI Bank's former Managing Director and Chief Executive Officer (CEO) Chanda Kochhar and her husband Deepak Kochhar by the Central Bureau of Investigation (CBI) in the Videocon loan case was illegal.