Depends upon a lot of factors, primarily the type of quad (lightweight toy vs a much heavier racer), the type of props used
(larger props spinning slower vs smaller props spinning faster, also the prop's pitch too) but generally speaking YES you WILL feel a breeze, especially underneath it, but...