One can similarly become Palestinian by immigrating to Palestine (and "fitting in", which involves speaking Arabic etc). Arafat was born in Egypt, for example.

Does this refute the notion that Palestinians are from Palestine? I would say no. Similarly Jews are from Judea, despite the existence of a small number of converts with "impure" lineage.