Billionaire buy-and-hold investor Ron Baron said Wednesday he's betting on explosive growth for Tesla in the next decade—calling the stock a "huge opportunity."

"I love Tesla," he told CNBC's "Squawk Box" in an interview. "I think we're going to make between 10 and 20 times our money in the next 10 years."