West Yorkshire Police's wildlife officers attended the incident at Temple Newsam park on Thursday.
Three males in their twenties were caught hunting rabbits with two Irish Wolfhounds.
They did not have a consent to hunt, therefore a crime was recorded for illegally hunting with dogs.
Anyone with information on the incident should contact 101 quoting crime reference number 13190598298.