When styling a modern farmhouse kitchen, stick to a neutral color palette to create a clean and cohesive look. Opt for shades of white, beige, gray, or light pastels for the walls, cabinetry, and countertops. This color scheme allows the natural materials and textures to shine while maintaining a fresh and airy atmosphere.