They barged in to the house of scrap dealer Aashiq Ali and locked him and his family members in a room before fleeing with the loot last night, they said.
Ali, whose house is about 100 metres from the nearest police station, has alleged that the robbers were dressed in Delhi Police uniform, they said.
