Acting on a tip-off, police arrested the three accused, identified as Sanjay, Subey Singh and Raj when they came to deliver a consignment of Ganja to a person in sector 19.
They also seized 15 kgs of Ganja from their car.
They have been booked under the Narcotic Drugs and Psychotropic Substances (NDPS) Act, police said.