diff --git a/lib/message-file.c b/lib/message-file.c
index 647ccf3a..68f646a4 100644
--- a/lib/message-file.c
+++ b/lib/message-file.c
@@ -291,11 +291,16 @@ _notmuch_message_file_get_header (notmuch_message_file_t *message,
     if (value)
 	return value;
 
-    if (strcasecmp (header, "received") == 0) {
+    if (strcasecmp (header, "received") == 0 ||
+	strcasecmp (header, "delivered-to") == 0) {
 	/*
-	 * The Received: header is special. We concatenate all
-	 * instances of the header as we use this when analyzing the
-	 * path the mail has taken from sender to recipient.
+	 * The Received: header is special. We concatenate all instances of the
+	 * header as we use this when analyzing the path the mail has taken
+	 * from sender to recipient.
+	 *
+	 * Similarly, multiple instances of Delivered-To may be present. We
+	 * concatenate them so the one with highest priority may be picked (eg.
+	 * primary_email before other_email).
 	 */
 	decoded = _notmuch_message_file_get_combined_header (message, header);
     } else {
diff --git a/notmuch-reply.c b/notmuch-reply.c
index 08140799..ebb621e0 100644
--- a/notmuch-reply.c
+++ b/notmuch-reply.c
@@ -464,8 +464,8 @@ guess_from_in_received_by (notmuch_database_t *notmuch, const char *received)
  * (last Received: header added) and try to extract from them
  * indications to which email address this message was delivered.
  *
- * The Received: header is special in our get_header function and is
- * always concatenated.
+ * The Received: header is among special ones in our get_header function
+ * and is always concatenated.
  *
  * Return the address that was found, if any, and NULL otherwise.
  */
@@ -499,6 +499,9 @@ guess_from_in_received_headers (notmuch_message_t *message)
  * headers: Envelope-To, X-Original-To, and Delivered-To (searched in
  * that order).
  *
+ * The Delivered-To: header is among special ones in our get_header
+ * function and is always concatenated.
+ *
  * Return the address that was found, if any, and NULL otherwise.
  */
 static const char *
diff --git a/test/T220-reply.sh b/test/T220-reply.sh
index 9f711a04..2db36fef 100755
--- a/test/T220-reply.sh
+++ b/test/T220-reply.sh
@@ -246,7 +246,6 @@ On Tue, 05 Jan 2010 15:43:56 -0000, Sender <sender@example.com> wrote:
 OK"
 
 test_begin_subtest "From guessing: multiple Delivered-To"
-test_subtest_known_broken
 add_message '[from]="Sender <sender@example.com>"' \
 	    '[to]="Recipient <recipient@example.com>"' \
 	    '[subject]="From guessing"' \