We had never tried rhubarb before and decided to give the red celery looking plant a try in a pie. I was blown away. How had we never heard or tried of this delicious recipe? I describe the taste of rhubarb pie as sweet and tart. Like cherry pie without the bitter medicine taste (I dislike cherry flavoring). Pair this recipe with my pie crust recipe.