The incident came to the fore when a group of women devotees entered the Gurdwara Singh Shaheeda and spotted the scattered pages of the holy book, the police said.
The villagers rushed to the place of worship and informed the police.
The police have registered a case of sacrilege and started an investigation in the matter.
Mr Sandhu said the CCTV cameras installed around the gurdwara could not capture the incident as there was a power shutdown in the area.
He, however, said an in-depth probe would be conducted in the matter.
Election Results for Lok Sabha Election 2019 will be out on May 23. Get the latest election news and live updates on ndtv.com/elections. Catch all the action on NDTV Live. Like us on Facebook or follow us on Twitter and Instagram for news updates from each of the 543 parliamentary seats for the election 2019