The arteries going to your lungs carry oxygen-poor blood
Arteries and veins are named for which direction blood moves, not for how much oxygen it contains. The arteries to the lungs carry oxygen-poor blood away from the heart, while veins bring oxygen-rich blood back from the lungs.