Oils are lipids are fats. Essential oils are just oil that has extracted the "essential" stuff from plant matter. Water doesn't allow for the transfer of "essential" through cellulose walls where oils do. That's why you can't really just steep stuff in water for the same result. Alcohol also works, hence tinctures like Green Dragon.