Officials said the incident occurred yesterday at about 4 PM when a person identified as Imran was going through security check and baggage scan at terminal-III before his departure to Riyadh.
On duty CISF officials detected a country-made pistol in his bag.
The Central Industrial Security Force later handed him over to Delhi police which arrested him under the Arms Act, they said.