It hardens the water. Some beers require hard water, some soft.
That's why some people get their water, if you use tap water, analyzed. This way if your water is already hard you don't need to add more hardness if your recipe doesn't need it.
BTW, gypsum is the same as dry wall, which still is called gypsum board, sometimes.