The dark matter theory is a bit of a cobble up used to explain why there isn't enough 'normal' matter in the universe (about 25% of what is needed) to explain how the universe behaves. Dark matter (invisible matter) helps fill this gap but we have no proof beyond the basic theory that is even exists.