Remove and rinse in cold water. This par-boiling removes most of the "ugh" flavors.

Summary:
Cut off the base and discard loose leaves  Boil 3 cups of water for each cup of sprouts, with 1 tsp salt per cup of sprouts. With water boiling, drop in sprouts for 30 seconds. Now, cook using any method desired (roasting is best).