The story
Called leeward because the prevailing winds in the area blow from east to west. Thus, the Leeward Islands are downwind, or leeward of, the easternmost Windward Islands, the group of islands that first meet the trade winds coming from the east.
Etymology from Wiktionary, CC BY-SA 4.0.