Walnuts are a very oily nut. As they age, oils from the skins diffuse into the nut and they turn the flesh darker. As the nut oils age, it can make the nut develop a bitter aftertaste. Chinese, Indian and Eastern European walnuts all have this flavour profile. In contrast, Californian and Chilean wa