The invention relates to an anticancer slow-release gel injection which contains slow-release microspheres containing an angiogenesis inhibitor, an amphiphilic block polymer, a solvent and a slow-release agent, wherein the composition of the amphiphilic block polymer and the non-organic solvent exhibit the property of temperature-sensitive gelation. After the in vivo injection, the injection turns into a stagnant and biodegradable water-insoluble gel and the gel slowly releases the drug contained therein for a plurality of weeks to a plurality of months. After the intratumoral or peritumoral injection, the anticancer slow-release gel injection can significantly reduce the general drug reactions and is used for treating tumors of different stages. The angiogenesis inhibitor is selected from SU5416, SU6668, bosutinib, sprycel, erlotinib, vandetanib, gefitnib, canertinib, lapatinib, lestaurtinib, masitinib, vatalanib, mubritinib, tandutinib, nilotinib, marimastat, nilotinib, pelitinib, telatinib, sunitinib, sorafenib, zarnestra, sirolimus, imatinfb, lenalidomide and thalidomide.