Former GOP presidential candidate Ron Paul told CNBC on Monday that his son, Sen. Rand Paul, is threatening Janet Yellen's nomination as Federal Reserve chair for only one reason: to pass the bill on more transparency for the Fed.

"He wants to hold up the appointment on her, but it's mainly to get more transparency and have the 'Audit the Fed' bill pass," Paul said.