It is possible for you to quilt leather with hand quilting needles. There are more specific needles that can work with leather, such as the ‘Glover’s’ needles. The needle has a triangular shape which allows it to cut through the material while you are quilting. This sharper point allows the needle to cut through the fabric without making any rips or causing any damage.