The group of around 20 people stormed the village at midnight. Lal Bahadur Singh, 68, Gagan Patali, 71, and Lalit Bohara were injured in the shootout.
Critically injured Bohara is being treated at Mahakali Zonal Hospital.
The looters made away with 22 tolas of gold and cash, the police said.
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