Mittal Steel, the world's largest steel firm, and state-run Oil and Natural Gas Corp (ONGC) will invest $ 6 billion in setting up a refinery, power plant and rail line in Nigeria and has identified five countries in Central Asia and Africa for acquisition of oil fields.