WASHINGTON—The White House considered issuing an executive order greatly expanding the use of investigational drugs against the new coronavirus, but met with objections from Food and Drug Administration scientists who warned it could pose unneeded risks to patients, according to a senior government official.

The idea to expand testing of drugs and other medical therapies was strongly opposed by the FDA’s senior scientists this week, the official said, and represented the most notable conflict between the FDA and the White...