diff --git a/picard/mbxml.py b/picard/mbxml.py
index e0873ba00..4bb9efdc1 100644
--- a/picard/mbxml.py
+++ b/picard/mbxml.py
@@ -133,11 +133,12 @@ def artist_credit_to_metadata(node, m=None, release=None, config=None):
 def label_info_from_node(node):
     labels = []
     catalog_numbers = []
-    for label_info in node.label_info:
-        if 'label' in label_info.children:
-            labels.append(label_info.label[0].name[0].text)
-        if 'catalog_number' in label_info.children:
-            catalog_numbers.append(label_info.catalog_number[0].text)
+    if node.count != "0":
+        for label_info in node.label_info:
+            if 'label' in label_info.children:
+                labels.append(label_info.label[0].name[0].text)
+            if 'catalog_number' in label_info.children:
+                catalog_numbers.append(label_info.catalog_number[0].text)
     return (labels, catalog_numbers)
 
 def track_to_metadata(node, track, config=None):