The accused have been identified as Muvin Azad Saifi (22) and Pintu Singh (20). The incident had taken place in Vasant Kunj area.
They were tracked by the police with the help of the phrase "villain is back", they had inscribed at the mudguard of the "stolen motorbike" which they were riding on December 29, when the incident took place, police said.
"Based on the information developed on the basis of the phrase, the police arrested the duo from south Delhi's Mehrauli area on Saturday," DCP (South) Prem Nath said.