Majid (86) is survived by his wife and three sons.
He was admitted to a local hospital on September 15 due to age-related ailments, where he breathed his last this morning, the family said.
Assam Chief Minister Sarbananda Sonowal condoled Majid's death, saying he gave a new dimension to Assamese cinema, along with showing his sense of social responsibility.
"His death is an irreparable loss to the cultural field of Assam," Sonowal added.
Former Chief Minister Tarun Gogoi visited the film-maker's house to offer his condolences to the bereaved family.
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Other prominent films that Majid directed include 'Morom Trishna', 'Bonohansha', 'Bonjui', 'Punakon' and 'Uttarkal'.
He also acted in several films.
Majid, a theatre director of equal repute, helmed popular plays like 'Banchit', 'Dhulimakoti', 'Sor', 'Xihat', 'Ahise' and 'Sur'.
Majid also acted in several Assamese television serials, and directed the highly-acclaimed serial 'Namghoria'.
Assam government had honoured Majid with the prestigious 'Bishnu Prasad Rabha' award, while several organisations have conferred him with lifetime achievement awards.