Is it true that arabs lived in Palestine "from time immemorial"?

No, because tons of other empires were there before the Arabs, including the Canaanites, Chaldeans, Phoenicians, Babylonians, Philistines, Romans, Byzantines, Jews, and Seleucids, before the Arab Caliphate took power in the 14th century.