This is called Oligopoly http://en.wikipedia.org/wiki/Oligopoly in half-assed capitalism. Note that this can be worse than monopoly because few competitors can essentially create informal cartels.
When there's no actual competition and little threat of new competitors entering the market, their incentive to innovate or become more efficient is diminished. Consumers end up paying too much for mediocre goods/services.