touch the collar to him and give him a treat as you do. repeat several times. Start putting the collar on him, treat, remove collar. Repeat several times. Same with leash. Praise when he's nice and good.
Also let him drag a leash or rope around the house while its attached to his collar so that he gets used to it being there and realizes its not always dragging him around or a precursor to going somewhere he doesn't like