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The alleged incident occurred on Wednesday night, they said.
The deceased were identified as Sukhdev Singh Lotey (67) and his wife Gurmeet Kaur (64). They were alone in the house when they were killed by an unidentified man with some sharp edged weapon, police said.
A neighbour saw a man scaling the wall of the victim’s house. He then raised an alarm. The police have registered a case of murder and said that they were examining the footage of the CCTV cameras installed in the locality.