The present disclosure relates to modified vaccinia Ankara (MVA) virus or MVAAE3L delivered intratumorally or systemically as an anticancer immunotherapeutic agent, alone, or in combination with one or more immune checkpoint blocking agents for the treatment of malignant solid tumors. Particular embodiments relate to mobilizing the host's immune system to mount an immune response against the tumor.