The visitors struggled in a dull first half but had more speed after the interval, and Payet and Thauvin proved too hot to handle. Caen stayed 10th in the table on 27 points.
Vincent Bessat brought down Bouna Sarr in the box and Payet wrongfooted Remy Vercoutre to convert the resulting penalty in the 55th minute.
Thauvin then curled a superb kick from just outside the box into the far corner to double the tally in the 74th minute.
(Reporting by Julien Pretot,; Editing by Pritha Sarkar)
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