It happened at the motel at 43 Industrial Highway in Essington.
When firefighters arrived they say they found heavy flames in one of the units.
The fire spread and damaged some other units in the complex. It is unknown exactly how many units were damaged.
No injuries have been reported.
There is no word yet on a cause.