Use a dry, soft-bristled brush, such as an old toothbrush, to brush off any loose dirt on the canvas. Mix a cleaning solution. Use a mild detergent mixed with water as a cleaning solution. A gentle body soap, dishwashing soap, or a small amount of laundry detergent are all good options.