Have you tried Beverage Warehouse in the Mar Vista/Del Rey area? I looked up their website and they do list "Rhum J.M. Agricole" in Gold and Blanc. Don't know if either is 10-year or if that is another rum from J.M. all together. You might call them.
4935 McConnell Ave, Los Angeles, CA 90066