The process in which a relatively unspecialized cell acquires specialized features of a limb epidermal basal cell. A epidermal basal cell cell is a cell that retains the ability to divide and proliferate throughout life to provide progenitor cells that can differentiate into more specialized cell of the limb epidermis.