A freshly-picked eggplant may continue to ripen slightly after harvesting, but there's no guarantee. Leaving an eggplant on the kitchen counter in hopes of ripening could also result in the fruit shriveling up and developing a bitter flavor. It's best to pick your eggplant as close as peak ripeness as possible and consume it within a couple of days after harvesting.