The Rotterdammers were overtaken on Saturday by Ajax and PSV Eindhoven but returned to the summit after coming from behind to win in Kerkrade.
Cheikh Tiote gave the home side the lead five minutes before half-time but a Roy Makaay penalty levelled matters before a brace from Jonathan De Guzman enabled Feyenoord to make it four wins from four games this season.
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