President Donald Trump said Thursday he will withdraw the U.S. from the Paris climate accord in an effort to boost the nation’s industry and independence, making a dramatic shift in policy despite intense lobbying from business leaders and close allies.

“I was elected to represent the citizens of Pittsburgh, not Paris,” Mr. Trump said, calling the decision a “reassertion of our sovereignty.”

Mr....