Yes, it is possible to extract petroleum from under the sea. Petroleum was formed from dead organisms remain in the sea. Their bodies settled down at the bottom of the sea. The bodies got covered with layers of sand and clay. Over millions of years in the absence of air, high temperature and pressure changed the dead organisms into petroleum.