Yes, they do! Each color has a slightly different taste. Orange carrots are somewhat sweet with an earthy flavor, whereas yellow carrots are milder, though sweeter than orange, and purple carrots are very sweet with a delicate spice to them. Red carrots taste very similar to orange ones, they're earthy and sweet, but they have a more dense texture, and are better cooked than eaten raw.