The realtor and movie producer had been residing in a Jagannath temple in New Delhi with a fake identity.
The Oscar Group of Companies was running in three States, Odisha, Gujarat and Mandhya Pradesh and duped crores of rupees from people.
Rout had produced films like Rangila Toka and Balunga Toka.