Police said the children, who were brother and sister, were playing in the courtyard of the dilapidated house when they accidentally touched a round object lying in the ground.
Attracted by the sound, locals rushed to the spot and took the two to Kandi Sub-divisional Hospital.
Police were probing the incident.