No, unfortunately you cannot. The Swan/Dolphin are not Disney resorts. You still get some of the perks like the transportation, early entry into parks (not a good idea anymore), extra evening hours, etc., but no dining plan. We stayed at the Dolphin for Thanksgiving and loved it.