The fan has a space between the base and the ceiling. Is there something I can buy to fill the gap

Yes but lets look into what's allowing the gap to begin with. You can add a Rosette to the ceiling but did you use the supplied mounting screws and tighten to the ceiling box. You should not have a gap with all factory parts.

Does your electrical box stick out from the ceiling? What make/model is the fan?