If the drawers are all timber or fibreboard then Evostik or any wood glue should do it. Use toothpicks or slivers of matchsticks to fill any holes before replacing tacks. Add a couple of new tacks just for the hell of it.
And glue the bottoms in as well to give extra stability.
Big Softy
February 2011