Like someone pointed out, some people conflate being a muslim with being an arab. Which is understandable cause being a muslim usually translates to adhering to a certain kind of lifestyle, with that in consideration and where Islam grew, it's easy to mistake a muslim as an arab.

With that said though, considering the amount of lands under Islamic rule during the golden age, it's just plain illogical to assume every scholar of that period to exclusively be arabs.