This study is to investigate the relationships between wind power, fossil fuel energy consumption, and economic growth in top six wind power industrial countries (US, UK, Germany, France, Italy, and Canada) and in top six wind power non-industrial countries (China, Spain, India, Denmark, Portugal, and Sweden) using panel co-integration tests. For top wind power industrial countries, we find that (1) there is a long-term equilibrium relationship among wind power, fossil fuel energy consumption, and real GDP; (2) a 1% rise in wind energy consumption is associated with a 0.012% increase in real GDP; and (3) a 1% rise in fossil fuel energy consumption is associated with a 0.283% decrease in real GDP. For top wind power non-industrial countries, we find that (1) there is a long-term equilibrium relationship among wind power, fossil fuel energy consumption, and real GDP; (2) a 1% rise in wind energy consumption is associated with a 0.028% increase in real GDP; and (3) a 1% rise in fossil fuel energy consumption is associated with a 0.145% increase in real GDP. Therefore, the national energy policy may actively to develop wind power to reduce fossil fuel energy consumption and emissions without hurting economic growth.