The stunned security personnel hurriedly made the couple wear some clothes.
The man took off the dhoti he was made to wear and starting running down Raisina Hill in the buff, with police in hot pursuit.
He was overtaken by a police jeep and forcibly put inside.
The couple has been taken to the parliament treet police station.
Police are trying to find the reason for their move.