That rubber coating is a rust preventive. To prevent rust, it either has to be oil/grease coated or coated with some other material.
Liquid vinyl, RTV, JB weld, or epoxy are possible restorative avenues. Or, you can hope some chain lube fling-off keeps the rust at bay.