Working on leather means you should use a product tested to be effective on such a canvas. Here are some products that meet that criteria, even though they were developed originally for fabric or other surfaces.
Always be sure to test any paint or dye you choose before beginning your main project! Remember, these are products developed for fabrics, that can coincidentally be used on other things, and are formulated differently than products specifically made for leather. Testing is really a must!