Choose a farmhouse-inspired color palette for your kitchen decor. Opt for neutral colors like white, beige, or gray as the base, and add pops of color with accessories or accent pieces. This color scheme will create a clean and inviting atmosphere in your kitchen, perfect for a modern farmhouse theme.