"Or something" perhaps. Black holes, unless truly tiny, would make their presence known in other ways, although there cases of multiple star systems where one of the "stars" is actually a black hole. Other stars would also be "visible", or at least their spectrum would be.
Basically, if it's considerably lighter than a star, and isn't glowing, then it's a planet, almost by definition.