The Supreme Court on Friday issued notice on an appeal filed by CBI challenging a Bombay High Court order declaring the arrest of former ICICI Bank CEO-cum-MD Chanda Kochhar and her husband Deepak Kochhar as "illegal" in the alleged Videocon loan fraud case.