The Central Bureau of Investigation (CBI) on Monday arrested two former officials of the Commonwealth Games (CWG) Organising Committee, TS Darbari and Sanjay Mahindroo, who are allegedly involved in the Queen's Baton Relay scam, CBI DIG Anurag said.