According to Superintendent of Police Rakam Singh, the children belonged to the family of one Ganesh, who is a migrant labour hailing from Bihar.
Muniya (7) and Mundun (3) died after eating food items last evening, he said.
Two others, Rani (10) and Soniya (7) continue to be in a critical condition at hospital.