To minimize the chances of it tasting bitter once cooked, it is best to do so. Having said this, I've been purchasing from Costco for years now, and my family hasn’t noticed a difference. If anything, the unrinsed quinoa has a nuttier flavor. Texture wise, I've found rinsing does make it a bit softer. So I leave it up to you. Perhaps do a little experiment to see!