When choosing a modern farmhouse theme for your kitchen, opt for neutral colors. Use shades of white, beige, gray, or cream for the walls, cabinets, and countertops. These colors create a clean and timeless look that is characteristic of modern farmhouse design. You can add pops of color through accessories like dishware, textiles, or fresh flowers.