According to Circle Officer (CO) Tejbir Singh, an irate mob opposed the arrest and freed three of the accused by stone pelting.
Following the incident, security was tightened and additional police force deployed to keep the situation under control and ease tension.
The police have registered a case against 47 people in connection with the incident, officials said.