When designing a modern farmhouse kitchen, opt for a neutral color palette to create a clean and timeless look. Choose shades of white, beige, gray, or soft pastels for your cabinets, walls, and countertops. These colors will complement the rustic elements and reclaimed wood, allowing them to stand out as focal points in the space.