What causes my oil burner to make a loud noise when shutting off?

I just recently (about 3 months ago) had a new Peerless oil burner installed. When the thermostat turns on the boiler everything is fine but when the heat reaches the set temperature and the thermostat shuts off the boiler there is a loud clunk and the baseboard heating pipes rattle. Anyone have an idea as to why this is happening?