diff --git a/python/cudf/cudf/core/dataframe.py b/python/cudf/cudf/core/dataframe.py
index d1c807279da..fc095b29ed5 100644
--- a/python/cudf/cudf/core/dataframe.py
+++ b/python/cudf/cudf/core/dataframe.py
@@ -291,12 +291,16 @@ def _getitem_tuple_arg(self, arg):
                         {tmp_col_name: column.arange(len(tmp_arg[0]))},
                         index=as_index(tmp_arg[0]),
                     )
+                    cantor_name = "_" + "_".join(
+                        map(str, columns_df._data.names)
+                    )
+                    columns_df[cantor_name] = column.arange(len(columns_df))
                     df = other_df.join(columns_df, how="inner")
                     # as join is not assigning any names to index,
                     # update it over here
                     df.index.name = columns_df.index.name
-                    df = df.sort_values(tmp_col_name)
-                    df.drop(columns=[tmp_col_name], inplace=True)
+                    df = df.sort_values(by=[tmp_col_name, cantor_name])
+                    df.drop(columns=[tmp_col_name, cantor_name], inplace=True)
                     # There were no indices found
                     if len(df) == 0:
                         raise KeyError(arg)
diff --git a/python/cudf/cudf/core/indexed_frame.py b/python/cudf/cudf/core/indexed_frame.py
index 2d07fa23adb..68f1befc99c 100644
--- a/python/cudf/cudf/core/indexed_frame.py
+++ b/python/cudf/cudf/core/indexed_frame.py
@@ -190,7 +190,7 @@ def _indices_from_labels(obj, labels):
     rhs = cudf.DataFrame(
         {"_": cudf.core.column.arange(len(obj))}, index=obj.index
     )
-    return lhs.join(rhs).sort_values("__")["_"]
+    return lhs.join(rhs).sort_values(by=["__", "_"])["_"]
 
 
 def _get_label_range_or_mask(index, start, stop, step):
diff --git a/python/cudf/cudf/tests/test_indexing.py b/python/cudf/cudf/tests/test_indexing.py
index bf280ed7844..6aa5594d301 100644
--- a/python/cudf/cudf/tests/test_indexing.py
+++ b/python/cudf/cudf/tests/test_indexing.py
@@ -1994,6 +1994,20 @@ def test_loc_missing_label_keyerror_issue_13379(index):
         cdf.loc[[0, 5]]
 
 
+@pytest.mark.parametrize("series", [True, False], ids=["Series", "DataFrame"])
+def test_loc_repeated_label_ordering_issue_13658(series):
+    # https://github.com/rapidsai/cudf/issues/13658
+    values = range(2048)
+    index = [1 for _ in values]
+    if series:
+        frame = cudf.Series(values, index=index)
+    else:
+        frame = cudf.DataFrame({"a": values}, index=index)
+    expect = frame.to_pandas().loc[[1]]
+    actual = frame.loc[[1]]
+    assert_eq(actual, expect)
+
+
 class TestLocIndexWithOrder:
     # https://github.com/rapidsai/cudf/issues/12833
     @pytest.fixture(params=["increasing", "decreasing", "neither"])