The explosion occurred at about 02:30 a.m. local time (00:30 GMT), the Ouest France newspaper reported.
Two of the victims are seriously injured.
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The residents of the downtown have been evacuated, while about 100 firefighters are currently trying to extinguish the fire.
The center of the town has been cordoned off for the duration of the operation.