Three children were buried when eaves fell on them near a house where they were playing, they said.
Neighbours rushed to the spot after hearing the children scream for help and took them to a nearest hospital.
Two children, Lalit (7) and Hitesh (10) succumbed to their injuries while undergoing treatment, the police said.
Manshu (4), who was having critical injuries were rushed to another hospital.