The process in which neuroblasts acquire specialized structural and/or functional features that characterize the mature candelabrum cell. Differentiation includes the processes involved in commitment of a neuroblast to a candelabrum cell fate. A candelabrum cell is an inhibitory GABAergic interneuron found in the cerebellar cortex.