The incident took place last evening at Jatashankar Dham where a temple of Lord Hanuman is located, Sub Divisional Magistrate (SDM) Bijawar, Ravindra Choukse said.
The roof of the dharamshala caved in as a rock fell over it, trapping nine persons who were having their meals, he said.
Yash Raj (6) and a 70-year-old woman, who has not been identified yet, were killed in the incident.
The district administration has announced an ex-gratia of Rs one lakh each to kin of those killed in the incident and Rs 10,000 each to the seriously injured.