Furnace makes loud noise when starting

1979 magic chef makes a loud noise like a small explosion not really a explosion like maybe a bad mix or gas and air.i have tried adjusting the air no setting seems to make any changes about every two or three days it’s actually blowing out the pilot.
Sometimes it is fine any idea’s looks like it’s the last burner doing it