After Tesla’s stock plunge and a bitter feud with Trump, Musk’s pivot to politics is raising eyebrows—and fears.

Mr. Musk’s involvement in politics and his financial support for the president’s campaign were once seen by investors as a benefit to Tesla, fueling a steep rise in company shares after the election last year. That association has now turned into a liability. Tesla shares are down 40 percent from their peak in December.