As the puzzle itslf saying:-
Riddle: What word doesn't belong in this group? That, hat, what, mat, cat, sat, pat, or chat?
So the word what is not belong to this group.
What word does not belong to the group below? Why? Earth, CDs, Clock, Venus, DVD, Watch