Structures and formation methods of a chip package are provided. The chip package includes a substrate and a semiconductor die over the substrate. The chip package also includes a lid covering a top surface of the semiconductor die. The lid has multiple support structures, and the support structures are positioned at respective corner portions of the substrate. Multiple openings penetrate through the lid to expose a space containing the semiconductor die.