diff --git a/account_payment_purchase/models/__init__.py b/account_payment_purchase/models/__init__.py
index fbd9ff8ae..840b87e41 100644
--- a/account_payment_purchase/models/__init__.py
+++ b/account_payment_purchase/models/__init__.py
@@ -1,3 +1,4 @@
 # License AGPL-3.0 or later (http://www.gnu.org/licenses/agpl.html).
 
-from . import account_invoice, purchase_order
+from . import account_move
+from . import purchase_order
diff --git a/account_payment_purchase/models/account_invoice.py b/account_payment_purchase/models/account_move.py
similarity index 85%
rename from account_payment_purchase/models/account_invoice.py
rename to account_payment_purchase/models/account_move.py
index 3637456fc..c1ce192b2 100644
--- a/account_payment_purchase/models/account_invoice.py
+++ b/account_payment_purchase/models/account_move.py
@@ -1,5 +1,6 @@
 # Copyright 2016 Akretion (<http://www.akretion.com>).
-# Copyright 2017 Tecnativa - Vicent Cubells.
+# Copyright 2017 Tecnativa - Vicent Cubells
+# Copyright 2022 Tecnativa - Pedro M. Baeza
 # License AGPL-3.0 or later (http://www.gnu.org/licenses/agpl.html).
 
 from odoo import _, api, models
@@ -22,7 +23,8 @@ class AccountMove(models.Model):
                 "message": _("Selected purchase order have different payment mode."),
             }
             return res
-        self.payment_mode_id = new_mode
+        if new_mode:
+            self.payment_mode_id = new_mode
         if (
             self.invoice_partner_bank_id
             and new_bank
@@ -33,5 +35,6 @@ class AccountMove(models.Model):
                 "message": _("Selected purchase order have different supplier bank."),
             }
             return res
-        self.invoice_partner_bank_id = new_bank
+        if new_bank:
+            self.invoice_partner_bank_id = new_bank
         return res
diff --git a/account_payment_purchase/tests/test_account_payment_purchase.py b/account_payment_purchase/tests/test_account_payment_purchase.py
index fe5073332..b8afb6e1e 100644
--- a/account_payment_purchase/tests/test_account_payment_purchase.py
+++ b/account_payment_purchase/tests/test_account_payment_purchase.py
@@ -116,6 +116,15 @@ class TestAccountPaymentPurchase(SavepointCase):
             result and result.get("warning", {}).get("title", False), "Warning"
         )
 
+    def test_from_purchase_order_empty_mode_invoicing(self):
+        self.purchase.payment_mode_id = False
+        self.purchase.button_confirm()
+        invoice_form = Form(
+            self.env["account.move"].with_context(default_type="in_invoice")
+        )
+        invoice_form.purchase_id = self.purchase
+        self.assertEqual(invoice_form.payment_mode_id, self.payment_mode)
+
     def test_from_purchase_order_invoicing_bank(self):
         # Test partner_bank
         product = self.env["product.product"].create({"name": "Test product"})