Their mother Sunita (37) was cooking food when the fire broke out because of a leak in the gas cylinder, police said.
While Sunita's six-month old son, who was sleeping, died on the spot, the other seven year-old Prince was rushed to the district hospital where doctors declared him dead on arrival, police added.