Hemp has a naturally earthy and bitter taste, but when it comes to CBD teas containing CBD extract, it totally depends on the other ingredients used. For example, CBD with black tea leaves will taste a lot like a standard cup of tea, while others may be combined with rose or orange - the possibilities are endless.