Weak convergence and convergence in distribution are the same (in probability theory at least)
A discrete distribution is not a distribution which has a density ! (Poisson, binomial, ...)
A characteristic of a distribution having a density (with respect to the Lebesgue measure) is that the probability of being at a given point is 0. We always talk about the probability of being in an interval.