We discuss the role of deformation of the target nucleus in the fusion reaction of the 15 C + 232 Th system at energies around the Coulomb barrier, in which 15 C is a well-known one-neutron halo nucleus. To this end, we construct the potential between 15 C and 232 Th with the double folding procedure, assuming that the projectile nucleus is composed of the core nucleus, 14 C, and a valence neutron. In addition, we also take into account the coupling to the one-neutron transfer process to the 14 C + 233 Th configuration. We show that such calculation simultaneously reproduces the fusion cross sections for the 14 C + 232 Th and the 15 C + 232 Th systems, implying an important role of the transfer coupling in fusion of neutron-rich nuclei.