The purpose of this multicenter, single-arm, Simon two-stage, phase II trial is to determine the efficacy and safety of everolimus in combination with Imatinib mesylate in patients with previously treated, histologically proven GIST whose disease has recurred or progressed while receiving 400 mg/day of Imatinib mesylate at any time during at least a 2 months' treatment period.