As conduction electrons and holes diffuse across the junction, they leave behind ionized dopants. Thus, a region that is depleted of mobile carriers is formed.
The charge density in the depletion region is not zero.
The carriers which diffuse across the junction recombine with majority carriers, i.e. they are annihilated.