Kolkata (formerly Calcutta) is known as the 'City of Joy' based on the famous novel by Dominique Lapierre. The city earned this nickname through its vibrant culture, resilience, and the spirit of its people despite economic challenges. Other options like Goa, Delhi, and Mumbai are known by different epithets.