Minutes before his anticipatory bail was rejected, the Delhi Police on Saturday arrested Delhi Chief Minister Arvind Kejriwal's controversial aide Bibhav Kumar in connection with the alleged assault on AAP leader and Rajya Sabha MP Swati Maliwal on Saturday.