When you properly prepared, quinoa should taste like roasted sesame seeds or even roasted peanuts. If your quinoa has a bitter flavor or soapy taste, it's likely in need of washing in a fine mesh strainer with cold water before cooking. This helps remove the bitter saponin coating on the seeds. Boxed quinoa is often pre-rinsed, but it doesn’t hurt to give the seeds an additional rinse at home.