The process in which a relatively unspecialized cell acquires the specialized features of a rod bipolar cell. [ http://purl.obolibrary.org/obo/go/references/0000086 GOC:TermGenie http://www.ncbi.nlm.nih.gov/pubmed/16914133 ]