Delhi Chief Minister Arvind Kejriwal on Monday approached the Supreme Court, challenging the Delhi High Court's refusal to dismiss his arrest by the Central Bureau of Investigation (CBI) in the alleged corruption case connected to the now-scrapped liquor policy.