DALLAS—Texas Gov. Rick Perry rode a wave of anti-Washington sentiment to victory Tuesday in the hard-fought Republican gubernatorial primary, beating U.S. Sen. Kay Bailey Hutchison.

Notching what he described as a victory for American conservatism, Mr. Perry also avoided an expensive and time-consuming runoff. Ms. Hutchison conceded when it appeared almost certain he would get more than half the vote.

With...