Since you have to take hemp CBD oil by mouth - unless you're using it topically - the taste is naturally something you might worry about. What DOES hemp CBD oil taste like? Well, hemp CBD oil generally comes in two varieties: flavored and unflavored. You may want to try a couple of flavored oils and an unflavored oil and see which you prefer. But what does it taste like?