diff --git a/requirements.txt b/requirements.txt
index a26ec758d..3b2a4080d 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,5 +1,6 @@
 libtorrent
-twisted[tls]>=17.1
+twisted[tls]>=17.1; sys_platform != 'win32'
+twisted[tls]<23,>=17.1; sys_platform == 'win32'
 rencode
 pyopenssl
 pyxdg
diff --git a/setup.py b/setup.py
index ef70f20b0..509d383e4 100755
--- a/setup.py
+++ b/setup.py
@@ -538,7 +538,8 @@ _package_data['deluge.ui.gtk3'] = ['glade/*.ui']
 
 setup_requires = ['setuptools', 'wheel']
 install_requires = [
-    'twisted[tls]>=17.1',
+    "twisted[tls]>=17.1; sys_platform != 'win32'",
+    "twisted[tls]<23,>=17.1; sys_platform == 'win32'",
     # Add pyasn1 for setuptools workaround:
     #   https://github.com/pypa/setuptools/issues/1510
     'pyasn1',