diff --git a/src/diffusers/pipelines/kolors/tokenizer.py b/src/diffusers/pipelines/kolors/tokenizer.py
index 5fc475ddc079..50efe7aefa5f 100644
--- a/src/diffusers/pipelines/kolors/tokenizer.py
+++ b/src/diffusers/pipelines/kolors/tokenizer.py
@@ -137,6 +137,9 @@ def __init__(
             padding_side=padding_side,
             clean_up_tokenization_spaces=clean_up_tokenization_spaces,
             encode_special_tokens=encode_special_tokens,
+            pad_token=kwargs.pop("pad_token", "<unk>"),
+            unk_token=kwargs.pop("unk_token", "<unk>"),
+            eos_token=kwargs.pop("eos_token", "</s>"),
             **kwargs,
         )
 
@@ -148,19 +151,19 @@ def get_command(self, token):
 
     @property
     def unk_token(self) -> str:
-        return "<unk>"
+        return self._special_tokens_map.get("unk_token", "<unk>")
 
     @unk_token.setter
     def unk_token(self, value: str):
-        self._unk_token = value
+        self._special_tokens_map["unk_token"] = value
 
     @property
     def pad_token(self) -> str:
-        return "<unk>"
+        return self._special_tokens_map.get("pad_token", "<unk>")
 
     @pad_token.setter
     def pad_token(self, value: str):
-        self._pad_token = value
+        self._special_tokens_map["pad_token"] = value
 
     @property
     def pad_token_id(self):
@@ -168,11 +171,11 @@ def pad_token_id(self):
 
     @property
     def eos_token(self) -> str:
-        return "</s>"
+        return self._special_tokens_map.get("eos_token", "</s>")
 
     @eos_token.setter
     def eos_token(self, value: str):
-        self._eos_token = value
+        self._special_tokens_map["eos_token"] = value
 
     @property
     def eos_token_id(self):
diff --git a/tests/pipelines/kolors/test_kolors.py b/tests/pipelines/kolors/test_kolors.py
index adfca799de18..3b3e6fef1528 100644
--- a/tests/pipelines/kolors/test_kolors.py
+++ b/tests/pipelines/kolors/test_kolors.py
@@ -145,3 +145,18 @@ def test_save_load_float16(self):
 
     def test_inference_batch_single_identical(self):
         self._test_inference_batch_single_identical(expected_max_diff=5e-3)
+
+    def test_chatglm_tokenizer_properties(self):
+        components = self.get_dummy_components()
+        tokenizer = components["tokenizer"]
+        self.assertEqual(tokenizer.pad_token, "<unk>")
+        self.assertEqual(tokenizer.unk_token, "<unk>")
+        self.assertEqual(tokenizer.eos_token, "</s>")
+
+        tokenizer.pad_token = "<custom_pad>"
+        tokenizer.unk_token = "<custom_unk>"
+        tokenizer.eos_token = "<custom_eos>"
+
+        self.assertEqual(tokenizer.pad_token, "<custom_pad>")
+        self.assertEqual(tokenizer.unk_token, "<custom_unk>")
+        self.assertEqual(tokenizer.eos_token, "<custom_eos>")