WASHINGTON—U.S. and Chinese officials are actively considering rolling back some tariffs to clinch the partial trade deal under negotiation, according to people familiar with the talks.

“If there’s a deal, [removing] tariffs will be part of it,” a senior administration official said late Monday.

The U.S. and China have agreed in principle...