In 1960, Cox, a "Shivercrat" ally of former Governor Allan Shivers, challenged the three-term governor, Marion Price Daniel, Sr., of Liberty in southeastern Texas.
In 1962, Daniel was eliminated in the primary for a fourth two-year term.