From the moment he rode down the escalator at his eponymous Fifth Avenue skyscraper to announce his candidacy three years ago, President Donald Trump has divided Americans.

But the Trump Divide is growing wider and deeper.

As Mr. Trump moves from controversy to controversy, views of the president, pro and con, are hardening, with supporters...