Yes indeed, but the Brownian motion story is weaker than the CLT story. Lot more conditions required, you have to look at it the right scale, in the right way ... then stochastic processes look very much like a Brownian motion. Well, technically the bog standard CLT is a special case of this, hence has a simpler story.