The large-inputs asymptotic capacity of a peak and average power limited discrete-time Poisson channel is derived using a new firm (non-asymptotic) lower bound and an asymptotic upper bound. The latter upper bound is based on the dual expression for channel capacity and the notion of capacity-achieving input distributions that escape to infinity.