Photograph is a romantic drama involving Rafi (Nawazuddin Siddiqui), a struggling street photographer in Mumbai who is pressurized by his grandmother to get married. However, Rafi feels he does not earn enough to start a family so to keep his grandmother at bay he convinces a shy stranger Miloni (Sanya Malhotra) to pose as his fiancée. The couple over a few meets develop a connection that transforms into a strange relationship, which is least, expected.