On a post on their Facebook page, the café said the crook made off with the pillows on Good Friday.
They were being stored in a nearby hut owned by the Rozel Boat Owner’s Association.
In a statement, the Hungry Man said: ‘Such a shame as we’re just coming back into the busy season.’
Anyone with information is being urged to contact the café.