Clostridium diolis strain DSM 15410 is considered one of the best natural producers of 1,3-propanediol because of its appreciable substrate-tolerant ability, yield, and productivity. Here, we present a 5.85-Mb assembly of its genome sequence. We have annotated the coding sequences responsible for glycerol utilization and 1,3-propanediol fermentation.