So, if there never was an airfield here, how did the farm get its name???????
I suspect the reason is lost in the mists of time. But it might be significant that "air" is a word in Gaelic, with several meanings but the most appropriate one here might be the preposition meaning "on " or "upon".
So "airfield" might simply be (the farm) "on the field".