The Wnt/β-catenin signaling pathway is a highly conserved pathway that regulates cell proliferation, differentiation, apoptosis, stem cell self-renewal, tissue homeostasis, and wound healing. Dysregulation of the Wnt pathway is involved in almost all stages of tumorigenesis in various cancers.Abnormal activation of Wnt/β-catenin signal transduction contributes to immune rejection and inhibits T cell-mediated antitumor immune responses through direct or indirect effects on immune cells. In this review, we summarize the processes by which Wnt/β-catenin signaling influences tumor progression and immune surveillance, as well as strategies for targeting this signaling pathway at different levels for cancer therapy.