If it is 'Rawlsian' to think that society should be organized so as to mitigate the inequities inherent to arbitrary circumstances of birth (which are not of our own choosing) in order to eliminate (or at least limit) the impediments to potential human flourishing, then I guess I'm a 'Rawlsian'.
But I dunno, I haven't read his book.