Yes it can go together, even white and blue can together in the kitchen. Like for example the wall is color beige and the cabinets or drawers are color deep blue with beige inside. They are really feel more calm and relaxing and not over mixing color together.In our home we live in now, we just renting here but I like the two tone color of the house. Deep blue and white. The walls are colored white and the cabinet, and drawers are colored and I can imagine as well if its in beige color. You must choose lighter beige not the deep color. I attached images here for you to see what I am trying to talk about. You can go with two toned color and just add neutral color with like an oven white and black, gray blind curtain and of course you can't go wrong with deep maroon curtain.
on color curtain.