diff --git a/setup-windows.py b/setup-windows.py
index ac5331a..f96fda2 100644
--- a/setup-windows.py
+++ b/setup-windows.py
@@ -13,7 +13,11 @@ setup(
     description="Dangerzone",
     options={
         "build_exe": {
-            "packages": ["dangerzone", "dangerzone.gui"],
+            # Explicitly specify pymupdf.util module to fix building the executables
+            # with cx_freeze. See https://github.com/marcelotduarte/cx_Freeze/issues/2653
+            # for more details.
+            # TODO: Upgrade to cx_freeze 7.3.0 which should include a fix.
+            "packages": ["dangerzone", "dangerzone.gui", "pymupdf.utils"],
             "excludes": ["test", "tkinter"],
             "include_files": [("share", "share"), ("LICENSE", "LICENSE")],
             "include_msvcr": True,