Modern rustic bedroom ideas—clean-lined furniture, whimsical wallpaper, fresh white paint on the walls—feel just as authentic and are a favorite of many farmhouse decor enthusiasts.

The modern farmhouse aesthetic took the design world by storm this past decade. And these popular HGTV stars have implemented ...