Bernard L. Madoff, a former chairman of the Nasdaq Stock Market and a force in Wall Street trading for nearly 50 years, was arrested by federal agents Thursday, a day after his sons turned him in for running what they said their father called "a giant Ponzi scheme."

The Securities and Exchange Commission, in a civil complaint, said it was...