diff --git a/djangocms_text_ckeditor/cms_plugins.py b/djangocms_text_ckeditor/cms_plugins.py
index 0b24d1d..5e35272 100644
--- a/djangocms_text_ckeditor/cms_plugins.py
+++ b/djangocms_text_ckeditor/cms_plugins.py
@@ -1,10 +1,7 @@
 from django.conf import settings
 from django.forms.fields import CharField
+from django.utils.six.moves.urllib.parse import urljoin
 from django.utils.translation import ugettext_lazy as _
-try:
-    from urlparse import urljoin
-except ImportError:
-    from urllib.parse import urljoin
 
 from cms import __version__ as cms_version
 from cms.plugin_base import CMSPluginBase