Kailash attacked his four children with a sharp-edged weapon, killing Pravesh (10) and Prempal (7) on the spot and injuring the other two, they said, adding, he later shot himself dead.
The injured children were rushed to the hospital where their condition was stable, they said.
Kailash was suspected to be mentally unstable, they said.
