diff --git a/pluma/dialogs/pluma-close-confirmation-dialog.c b/pluma/dialogs/pluma-close-confirmation-dialog.c
index f8e87f7..155fe49 100755
--- a/pluma/dialogs/pluma-close-confirmation-dialog.c
+++ b/pluma/dialogs/pluma-close-confirmation-dialog.c
@@ -507,6 +507,7 @@ build_single_doc_dialog (PlumaCloseConfirmationDialog *dlg)
 	gtk_label_set_use_markup (GTK_LABEL (primary_label), TRUE);
 	gtk_misc_set_alignment (GTK_MISC (primary_label), 0.0, 0.5);
 	gtk_label_set_selectable (GTK_LABEL (primary_label), TRUE);
+	gtk_widget_set_can_focus (GTK_WIDGET (primary_label), FALSE);
 
 	doc_name = pluma_document_get_short_name_for_display (doc);
 
@@ -539,6 +540,7 @@ build_single_doc_dialog (PlumaCloseConfirmationDialog *dlg)
 	gtk_label_set_line_wrap (GTK_LABEL (secondary_label), TRUE);
 	gtk_misc_set_alignment (GTK_MISC (secondary_label), 0.0, 0.5);
 	gtk_label_set_selectable (GTK_LABEL (secondary_label), TRUE);
+	gtk_widget_set_can_focus (GTK_WIDGET (secondary_label), FALSE);
 
 	hbox = gtk_hbox_new (FALSE, 12);
 	gtk_container_set_border_width (GTK_CONTAINER (hbox), 5);