diff --git a/python/deltalake/table.py b/python/deltalake/table.py
index 06607ccaad..35917864bb 100644
--- a/python/deltalake/table.py
+++ b/python/deltalake/table.py
@@ -334,9 +334,18 @@ def to_pyarrow_dataset(
             )
         ]
 
-        return FileSystemDataset(
-            fragments, self.schema().to_pyarrow(), format, filesystem
-        )
+        schema = self.schema().to_pyarrow()
+
+        dictionary_columns = format.read_options.dictionary_columns or set()
+        if dictionary_columns:
+            for index, field in enumerate(schema):
+                if field.name in dictionary_columns:
+                    dict_field = field.with_type(
+                        pyarrow.dictionary(pyarrow.int32(), field.type)
+                    )
+                    schema = schema.set(index, dict_field)
+
+        return FileSystemDataset(fragments, schema, format, filesystem)
 
     def to_pyarrow_table(
         self,
diff --git a/python/stubs/pyarrow/__init__.pyi b/python/stubs/pyarrow/__init__.pyi
index c6142647e8..dde6a48050 100644
--- a/python/stubs/pyarrow/__init__.pyi
+++ b/python/stubs/pyarrow/__init__.pyi
@@ -18,9 +18,11 @@ type_for_alias: Any
 date32: Any
 date64: Any
 decimal128: Any
+int32: Any
 float16: Any
 float32: Any
 float64: Any
+dictionary: Any
 
 py_buffer: Callable[[bytes], Any]
 NativeFile: Any
diff --git a/python/tests/test_table_read.py b/python/tests/test_table_read.py
index 8a0d3499e4..3543a8bc52 100644
--- a/python/tests/test_table_read.py
+++ b/python/tests/test_table_read.py
@@ -160,6 +160,20 @@ def test_read_table_with_column_subset():
     )
 
 
+def test_read_table_as_category():
+    table_path = "../rust/tests/data/delta-0.8.0-partitioned"
+    dt = DeltaTable(table_path)
+
+    assert dt.schema().to_pyarrow().field("value").type == pa.string()
+
+    read_options = ds.ParquetReadOptions(dictionary_columns={"value"})
+
+    data = dt.to_pyarrow_dataset(parquet_read_options=read_options).to_table()
+
+    assert data.schema.field("value").type == pa.dictionary(pa.int32(), pa.string())
+    assert data.schema.field("day").type == pa.string()
+
+
 def test_read_table_with_filter():
     table_path = "../rust/tests/data/delta-0.8.0-partitioned"
     dt = DeltaTable(table_path)