The incident happened at around 2am at Ukha Tampak locality in Bishnupur district.
Initially, the exact cause of death could not be ascertained. However, sources later said that the three people had been killed with sharp weapons.
The three were attacked when they were guarding their houses.
A father and his son were among the deceased.