<Page> Exhibit 23 Consent of Independent Auditors We consent to the incorporation by reference in the Registration Statement (Form S-3 No. 333-62664) of Argosy Gaming Company and in the Registration Statement (Form S-8 No. 33-76418) pertaining to the Stock Option Plan and Director Option Plan of Argosy Gaming Company of our report dated January 25, 2002, with respect to the consolidated financial statements of Argosy Gaming Company included in the Annual Report (Form 10-K) for the year ended December 31, 2001. Ernst & Young LLP Chicago, Illinois March 13, 2002