diff --git a/beets/autotag/mb.py b/beets/autotag/mb.py
index 5c484d2b3..b5ed4f358 100644
--- a/beets/autotag/mb.py
+++ b/beets/autotag/mb.py
@@ -36,6 +36,9 @@ if util.SNI_SUPPORTED:
 else:
     BASE_URL = 'http://musicbrainz.org/'
 
+NON_AUDIO_FORMATS = ['Data CD', 'DVD', 'DVD-Video', 'Blu-ray', 'HD-DVD', 'VCD',
+                     'SVCD', 'UMD', 'VHS']
+
 musicbrainzngs.set_useragent('beets', beets.__version__,
                              'http://beets.io/')
 
@@ -275,6 +278,9 @@ def album_info(release):
         disctitle = medium.get('title')
         format = medium.get('format')
 
+        if format in NON_AUDIO_FORMATS:
+            continue
+
         all_tracks = medium['track-list']
         if 'pregap' in medium:
             all_tracks.insert(0, medium['pregap'])
diff --git a/docs/changelog.rst b/docs/changelog.rst
index bd084a890..2a7349d65 100644
--- a/docs/changelog.rst
+++ b/docs/changelog.rst
@@ -6,6 +6,9 @@ Changelog
 
 Changelog goes here!
 
+Fixes:
+* Non-audio media (DVD-Video, etc.) are now skipped by the autotagger. :bug:`2688`
+
 
 1.4.6 (December 21, 2017)
 -------------------------
diff --git a/test/test_mb.py b/test/test_mb.py
index ca1bf2a1a..9c51d0fe3 100644
--- a/test/test_mb.py
+++ b/test/test_mb.py
@@ -27,7 +27,7 @@ import mock
 
 class MBAlbumInfoTest(_common.TestCase):
     def _make_release(self, date_str='2009', tracks=None, track_length=None,
-                      track_artist=False):
+                      track_artist=False, medium_format='FORMAT'):
         release = {
             'title': 'ALBUM TITLE',
             'id': 'ALBUM ID',
@@ -90,7 +90,7 @@ class MBAlbumInfoTest(_common.TestCase):
             release['medium-list'].append({
                 'position': '1',
                 'track-list': track_list,
-                'format': 'FORMAT',
+                'format': medium_format,
                 'title': 'MEDIUM TITLE',
             })
         return release
@@ -324,6 +324,27 @@ class MBAlbumInfoTest(_common.TestCase):
         d = mb.album_info(release)
         self.assertEqual(d.data_source, 'MusicBrainz')
 
+    def test_skip_non_audio_dvd(self):
+        tracks = [self._make_track('TITLE ONE', 'ID ONE', 100.0 * 1000.0),
+                  self._make_track('TITLE TWO', 'ID TWO', 200.0 * 1000.0)]
+        release = self._make_release(tracks=tracks, medium_format="DVD")
+        d = mb.album_info(release)
+        self.assertEqual(len(d.tracks), 0)
+
+    def test_skip_non_audio_dvd_video(self):
+        tracks = [self._make_track('TITLE ONE', 'ID ONE', 100.0 * 1000.0),
+                  self._make_track('TITLE TWO', 'ID TWO', 200.0 * 1000.0)]
+        release = self._make_release(tracks=tracks, medium_format="DVD-Video")
+        d = mb.album_info(release)
+        self.assertEqual(len(d.tracks), 0)
+
+    def test_no_skip_dvd_audio(self):
+        tracks = [self._make_track('TITLE ONE', 'ID ONE', 100.0 * 1000.0),
+                  self._make_track('TITLE TWO', 'ID TWO', 200.0 * 1000.0)]
+        release = self._make_release(tracks=tracks, medium_format="DVD-Audio")
+        d = mb.album_info(release)
+        self.assertEqual(len(d.tracks), 2)
+
 
 class ParseIDTest(_common.TestCase):
     def test_parse_id_correct(self):