Probably the answer you seek is OLIGARCHY
Further explanation:
When you say "small group," then oligarchy is likely the best description. Oligarchy means "rule by a few." Based on the description, though, "a small group of wealthy citizens," another term that could have been used would be plutocracy, which means rule by the rich.
