The grocery store tycoon and former mayoral candidate took to Twitter to offer a bounty of $5,000 (£3,870).
He told the New York Post newspaper that thieves are stealing cartons of ice cream in order to resell them to smaller shops, known as "bodegas".
Police have received 250 complaints and made 130 arrests, the Post reports.
