diff --git a/homeassistant/components/tts/__init__.py b/homeassistant/components/tts/__init__.py
index 2eb12750fe8..e8e07092ce5 100644
--- a/homeassistant/components/tts/__init__.py
+++ b/homeassistant/components/tts/__init__.py
@@ -11,7 +11,7 @@ from typing import Dict, Optional
 
 from aiohttp import web
 import mutagen
-from mutagen.id3 import TextFrame as ID3Text
+from mutagen.id3 import ID3, TextFrame as ID3Text
 import voluptuous as vol
 
 from homeassistant.components.http import HomeAssistantView
@@ -468,9 +468,14 @@ class SpeechManager:
         try:
             tts_file = mutagen.File(data_bytes)
             if tts_file is not None:
-                tts_file["artist"] = ID3Text(encoding=3, text=artist)
-                tts_file["album"] = ID3Text(encoding=3, text=album)
-                tts_file["title"] = ID3Text(encoding=3, text=message)
+                if isinstance(tts_file.tags, ID3):
+                    tts_file["artist"] = ID3Text(encoding=3, text=artist)
+                    tts_file["album"] = ID3Text(encoding=3, text=album)
+                    tts_file["title"] = ID3Text(encoding=3, text=message)
+                else:
+                    tts_file["artist"] = artist
+                    tts_file["album"] = album
+                    tts_file["title"] = message
                 tts_file.save(data_bytes)
         except mutagen.MutagenError as err:
             _LOGGER.error("ID3 tag error: %s", err)