I don’t know the evolutionary reasons behind it. All vertebrates with the exception of one Antarctic icefish use hemoglobin or heme to transport oxygen, but a lot of invertebrates use hemocyanin (copper based, blue blood), and there are multiple different iron containing compounds that are in use among invertebrates.