Former Speaker of the House Newt Gingrich—whose long-shot presidential campaign has been plagued by staff defections and is more than $1 million in the hole—is at pains to knock down rumors this week that he’s ready to call it quits.

“I ran 5 years to win my seat,” the 68-year-old former...