Interesting that it was apparently coated with gesso before painting. Gesso is basically white primer that is laid down on surfaces to prepare them for painting, it was used under pretty much all the historical paintings you have seen. Old style was rabbit hide glue with chalk in it, the new stuff is mostly acrylic (though you can get the old stuff). That would be one way to get strong colors, especially white, on leather.