When people leave/excuse themselves/log off/say goodbye, they will always have a reason.  Perhaps they need to be somewhere else, perhaps they are tired, perhaps they have other things to do, perhaps they are avoiding you.  Whatever the reasoning, you shouldn't constantly badger the leaving party into staying.  Otherwise, you will have at least one person quite irritated with you.