Muji has very affordable and very pared back design. Their items are beautifully simple. I bought a clean-lined shirt in their Paris store at a very low price. It's one of my favourites and I wear it all the time.
And if you just can't wait 'til you travel to Japan, you can visit them online and peruse the catalogue.
They only ship to certain countries though.