The best way for a person to clean oak kitchen cabinets is to use a mild homemade solution, such as vegetable-oil soap and warm water, with a microfiber cloth or a cleaner such as Scott's Liquid Gold. Cleaners and other cleaning supplies can be found at local grocery or retail stores.