The U.S. government issued a tough set of rules for the e-cigarette industry on Thursday that included banning sales to anyone under 18, requiring package warning labels, and making all products—even those currently on the market—subject to government approval.

In an action e-cigarette makers had been dreading, the Food and Drug Administration said it was assuming regulatory authority over e-cigarettes.

Though...