WASHINGTON—President Trump escalated his attacks on Federal Reserve Chairman Jerome Powell, saying the head of the nation’s central bank threatened U.S. economic growth and appeared to enjoy raising interest rates.

In an interview Tuesday with The Wall Street Journal, Mr. Trump acknowledged the independence the Fed has long enjoyed in setting...