To stop the draft from your chimney, you can use a draught excluder in your chimney.
According to the provided reference detailing methods to cold-proof your home, employing a draught excluder specifically within your chimney is listed as a practical way to prevent cold air from entering through this opening and causing a draft. This action is highlighted as a direct solution for tackling chimney drafts as part of broader home energy efficiency efforts.