The explosion happened around 12:45 a.m. Friday at the Valero Refinery in St. Bernard Parish.
The explosion was strong enough to shake some nearby homes and set off car alarms.
Video from the scene shows billowing flames at the plant.
Authorities say one person was injured.
It is unclear what caused the explosion at this time.