--- a/Makefile
+++ b/Makefile
@@ -24,7 +24,7 @@
 	@printf "make uninstall: 	Uninstall $(SRC).\n"
 
 install:
-	python3 setup.py install --root=$(DESTDIR)/ --record=install_log.txt
+	python3 -m installer -d "$(DESTDIR)" .dist/*.whl
 	install -Dm644 config/vimivrc $(DESTDIR)/etc/vimiv/vimivrc
 	install -Dm644 config/keys.conf $(DESTDIR)/etc/vimiv/keys.conf
 	install -Dm644 vimiv.desktop $(DESTDIR)/usr/share/applications/vimiv.desktop