The Dow Jones Industrial Average surged more than 600 points Wednesday, erasing its November tumble, after Federal Reserve Chairman Jerome Powell eased investor worries about an aggressive increase in interest rates.

In remarks Wednesday before the Economic Club of New York, Mr. Powell said interest rates are “just below” broad estimates of a neutral level—a setting designed to neither speed nor slow economic growth.

Investors...