Two workers from the oil refinery have died, while two more were injured in the blast during maintenance work, Reuters reported citing the company's statement.
The statement says that the maintenance work will continue as planned.
There are contradicting reports about 18 people killed in the incident, though they have not been confirmed.
The SASREF refinery, a joint venture between Saudi Aramco and Royal Dutch Shell is located in Jubail on Saudi Arabia's eastern coast.
In April, Saudi Aramco reported that it would acquire SASREF (Saudi Aramco Shell Refinery) for over $630 million.