Methods and compositions for treating tumors, especially skin tumors, by locally administering single doses of tumor necrosis factor alpha (TNFα) and interleukin-2 (IL2) at the tumor site, where the TNFα and IL2 are delivered as immunoconjugates comprising an antibody targeted to a splice isoform of an extracellular matrix component such as fibronectin.