Brown sugar has a rich, caramel-like flavor due to its molasses content. This adds depth and complexity to the cake, it also contains more moisture which can result in a moister and denser texture. While brown sugar and white sugar are similar in calorie content, brown sugar contains slightly more minerals due to the presence of molasses.