No, you do not need to boil your Brussel sprouts before roasting them. They cook in just 20-25 minutes in the oven. Boiling can reduce the content of water soluble vitamins in vegetables. Overcooking Brussels sprouts by boiling can also intensify their bitter flavor while roasting will bring out their natural nutty sweetness.