  We prove that the rational Picard group of the simple Hurwitz space
${\mathcal H}_{d,g}$ is trivial for $d$ up to five. We also relate the rational
Picard groups of the Hurwitz spaces to the rational Picard groups of the Severi
varieties of nodal curves on Hirzebruch surfaces.
