diff --git a/Objects/sliceobject.c b/Objects/sliceobject.c
index e6776ac92b669c..5a33977f064421 100644
--- a/Objects/sliceobject.c
+++ b/Objects/sliceobject.c
@@ -26,7 +26,7 @@ ellipsis_new(PyTypeObject *type, PyObject *args, PyObject *kwargs)
         PyErr_SetString(PyExc_TypeError, "EllipsisType takes no arguments");
         return NULL;
     }
-    return Py_NewRef(Py_Ellipsis);
+    return Py_Ellipsis;
 }
 
 static void
diff --git a/Python/compile.c b/Python/compile.c
index a0ad3687f586d8..2dfa06eaac810a 100644
--- a/Python/compile.c
+++ b/Python/compile.c
@@ -892,10 +892,10 @@ static PyObject*
 merge_consts_recursive(PyObject *const_cache, PyObject *o)
 {
     assert(PyDict_CheckExact(const_cache));
-    // None and Ellipsis are singleton, and key is the singleton.
+    // None and Ellipsis are immortal objects, and key is the singleton.
     // No need to merge object and key.
     if (o == Py_None || o == Py_Ellipsis) {
-        return Py_NewRef(o);
+        return o;
     }
 
     PyObject *key = _PyCode_ConstantKey(o);
@@ -5706,7 +5706,7 @@ compiler_error(struct compiler *c, location loc,
     }
     PyObject *loc_obj = PyErr_ProgramTextObject(c->c_filename, loc.lineno);
     if (loc_obj == NULL) {
-        loc_obj = Py_NewRef(Py_None);
+        loc_obj = Py_None;
     }
     PyObject *args = Py_BuildValue("O(OiiOii)", msg, c->c_filename,
                                    loc.lineno, loc.col_offset + 1, loc_obj,
diff --git a/Python/marshal.c b/Python/marshal.c
index 2966139cec9ae9..7f5d5d71529300 100644
--- a/Python/marshal.c
+++ b/Python/marshal.c
@@ -1015,7 +1015,7 @@ r_object(RFILE *p)
         break;
 
     case TYPE_NONE:
-        retval = Py_NewRef(Py_None);
+        retval = Py_None;
         break;
 
     case TYPE_STOPITER:
@@ -1023,15 +1023,15 @@ r_object(RFILE *p)
         break;
 
     case TYPE_ELLIPSIS:
-        retval = Py_NewRef(Py_Ellipsis);
+        retval = Py_Ellipsis;
         break;
 
     case TYPE_FALSE:
-        retval = Py_NewRef(Py_False);
+        retval = Py_False;
         break;
 
     case TYPE_TRUE:
-        retval = Py_NewRef(Py_True);
+        retval = Py_True;
         break;
 
     case TYPE_INT: