WASHINGTON—Republican senators chose John Thune of South Dakota as their first new leader in nearly two decades, opting for continuity over calls for radical change heading into populist President-elect Donald Trump’s second term in the White House.

The South Dakota Republican failed in his first try for the Senate but came back to defeat a chamber leader. Now he will be the leader himself.