The incident took place last night at Bharti Nagar near railway station here when the family members were watching television, police said.
The deceased have been identified as Raj Kumar, a lineman with state powercom, his son Raju (8) and daughter Seema (10).
The injured have been hospitalised where the condition of a child is stated to be serious, they said.