Police noticed the trio, including a woman, moving in a suspicious manner near a private college and conducted a search, following which 2.5 kg of ganja was recovered from the gang.
The accused Mahalakshmi and Prakash from the city and Srinivasan from Chennai were arrested.
Further investigations are on to ascertain the source of supply of ganja, police said.