Commissioner of Police R P Sharma said they had come to stay in the hotel at about 9 pm on Monday but fled when they were asked to produce identity proof before being given rooms.
After being alerted by Odisha, its Andhra Pradesh counterpart intercepted a vehicle with Delhi registration number and nabbed the five persons, including two women.