The light-bulb wars are back on.

Energy Secretary Steven Chu came out swinging Friday against a House bill that would repeal a 2007 federal law effectively outlawing older forms of incandescent bulbs—an effort at energy conservation that has inflamed a wide swath of Americans who don't care for the more expensive alternatives.

In a conference...