Marine Le Pen, leader of France’s far-right National Front party, took a break from her presidential campaign to make a surprise visit to Trump Tower on Thursday.

Reporters staking out the residence of Donald Trump spotted Ms. Le Pen having coffee with three men in the basement of Trump Tower.

Ms. Le Pen declined to say whether she was in...