The incident took place near Maruti Mandir and the accused has been identified as Sagar Dinesh Dinkar, they said.
The police are still in the process of registering the offence and the bodies have been sent for postmortem to the government hospital.
Priliminary investigations revealed that the accused was fed up of daily quarrel in the family and killed the parents including his step mother.
Further details were still awaited.