Yes, it's only happening when downloading an work area that has features with attachments. The attached photos are about 3 to 4 mb in size. When I attach about 5, 6, or more photos the problem start to happen. By the way, I tested adding that feature service in ArcMap and created a local copy for editing and it's working just fine.
Thanks,
Yi