Nandpur is a relatively much newer settlement, while its exact settlement date is not known, it is at least 300 years old as the village was already settled during the lifetime of Guru Tegh Bahadur, the 9th Guru of Sikhs.
Nandpur receives its name from Nando Kaur, who was the daughter of a large Jat landowner in Kalaur.