Bell peppers are not spicy. Red, yellow and green bell peppers are mild in comparison to hot peppers and have a pleasant crunch when you bite into the flesh. However, they do taste slightly different from each other. Red bell peppers are the most ripe of the three and have the sweetest flavor, whereas green bell peppers are going to be a little more on the bitter side.