Coal Excise Tax. In the United States, one of the taxes coal producers must pay is a federal excise tax when they mine coal. Producers pay the tax when the coal is first sold or used. The tax does not apply to lignite or to coal mined in the U.S. for export. Learn more about how coal revenues work.