baby refusing left breast

Ch
My almost one year old has always favored my right breast for nursing and is now completely refusing to the left- I think because it's supply is so low. He's still going strong with nursing on the right though! Should I try to increase my supply on the left by pumping or just let it dry up? I'm not sure if I want to increase this late in the game!