Plain simple syrup uses granulated white sugar, but the brown version uses brown sugar, which gives it a stronger flavor with notes of toffee and caramel. Molasses is present in brown sugar, but is removed from white sugar, which gives brown sugar syrup its deeper character, and you can even use different types of brown sugar.