Austin, who has been linked with a number of Premier League clubs, scored in his second successive match to put QPR back in the game after they had gone behind to goals from Benik Afobe and Kevin McDonald.
Phillips equalised in the 52nd minute and then rounded off a 3-2 win for the Londoners with a 25-yard effort 18 minutes from time.