A Kurdish defence official told Reuters news agency that the drone exploded when the Peshmerga tried to pick it up after it had crashed to the ground.
The incident happened on 2 October, north of the IS-held city of Mosul.
IS militants are said to have tried to use drones to launch attacks at least two other times in the past month.
