WASHINGTON—In the Oval Office earlier this week, a small group of senior officials talked with President Donald Trump about plans to take on Beijing over intellectual-property theft. When a side debate broke out between two top aides, the new White House chief of staff ordered the pair out of the room.

Return, John Kelly told them, once your differences are resolved, according to a person familiar with the exchange.

The...