The process in which a relatively unspecialized cell acquires specialized features of a mechanoreceptor, a cell specialized to transduce mechanical stimuli and relay that information centrally in the nervous system. [ http://purl.obolibrary.org/obo/CL_0000199 GOC:jl ]