High priests and kings were anointed with oil ... It reminds some Christians that Jesus is their king. Yes It reminds Christians that Jesus was an historical figure, a descendant of King David.
Jesus responds to their question by telling a story about King David, the greatest Jewish king. David and his companions ate the bread reserved for the priests because they were hungry.