Home Depot has this remote-controlled eight pack of multi-color LED lights little remote control on a special buy right now for $15. it sticks on to the underside of your shelves with 3m double-sided foam tape so I won't hurt your cabinets.
No drilling your cabinets either.
Call ahead of time because some of the home depots are out of them.