The pistol, according to security sources, was found in the bag of one Mukdar Bhardwaj (20), a resident of Moradabad in Uttar Pradesh, when it was being screened at the station.
"CISF Head Constable H C Sharma found the bag suspicious and hence put it for a thorough checking," they said.
Bhardwaj was handed over to Delhi police for further questioning.