Phillips, who has now scored seven in four games after returning from a loan spell at Sheffield United earlier this season, doubled the Championship club's lead in the 47th minute with a delightful curling effort.
QPR's mercurial forward Adel Taarabt had shown occasional glimpses of the brilliance with which he has illuminated the Championship this season and he was inches away from pulling a goal back with a curling free-kick.