To achieve a modern farmhouse theme, opt for a neutral color palette in your kitchen. Choose shades of white, cream, beige, or gray for the walls, cabinets, and countertops. These colors provide a clean and timeless backdrop that allows the rustic elements and reclaimed wood to stand out.