Two things you can try.
1. Toothpaste, that's right I said toothpaste. (try this first it's not as harsh)
2. If that doesn't do it, try nail polish remover. Little dab don't get crazy.
Both of these have worked for me in the past when dealing with patent leather shoes when I was in the army some 16 yrs ago.
Good luck!