Singh didn't survive the attack despite being rushed to the hospital.
Police say they're actively searching for four or five suspects and have already filed an FIR.
Cabinet minister and local MLA Anil Vij visited Singh's family, promising swift action.
The incident has sparked fresh worries about safety in Ambala.