diff --git a/build/Makefile.linux b/build/Makefile.linux
index eeeb4d7..656864a 100644
--- a/build/Makefile.linux
+++ b/build/Makefile.linux
@@ -86,7 +86,7 @@ $(ARROW_LIB): $(ARROW)
 $(ICU_I18N_LIB):
 	rm -rf $(ICU)
 	mkdir $(ICU)
-	cd $(ICU) && wget http://download.icu-project.org/files/icu4c/$(ICU_VERSION)/icu4c-$(ICU_VERSION_U)-src.tgz
+	cd $(ICU) && wget https://github.com/unicode-org/icu/releases/download/release-$(ICU_VERSION)/icu4c-$(ICU_VERSION_U)-src.tgz
 	cd $(ICU) && tar xf icu4c-$(ICU_VERSION_U)-src.tgz --strip-components=1
 	cd $(ICU)/source && ./configure --enable-static
 	cd $(ICU)/source && make -j$(CPUS) LIBCFLAGS='-fPIC' LIBCXXFLAGS='-fPIC'