DALLAS—A Texas-size hole in the Lone Star state's budget is putting pressure on Gov. Rick Perry, who is running for re-election this year as a model fiscal conservative.

Mr. Perry, a Republican in office for a decade, is touting his tax-cutting prowess and tight-fisted spending record as proof that he remains the right man for the job. He has maintained a wide lead in polls.

But...