diff --git a/python/cudf/cudf/core/column/datetime.py b/python/cudf/cudf/core/column/datetime.py
index 85f07064c97..9a5d9dcd47a 100644
--- a/python/cudf/cudf/core/column/datetime.py
+++ b/python/cudf/cudf/core/column/datetime.py
@@ -313,33 +313,6 @@ def dayofyear(self) -> ColumnBase:
     def day_of_year(self) -> ColumnBase:
         return self.get_dt_field("day_of_year")
 
-    def to_pandas(
-        self,
-        *,
-        index: Optional[pd.Index] = None,
-        nullable: bool = False,
-        arrow_type: bool = False,
-    ) -> pd.Series:
-        if arrow_type and nullable:
-            raise ValueError(
-                f"{arrow_type=} and {nullable=} cannot both be set."
-            )
-        elif nullable:
-            raise NotImplementedError(f"{nullable=} is not implemented.")
-        elif arrow_type:
-            return pd.Series(
-                pd.arrays.ArrowExtensionArray(self.to_arrow()), index=index
-            )
-        else:
-            # `copy=True` workaround until following issue is fixed:
-            # https://issues.apache.org/jira/browse/ARROW-9772
-            return pd.Series(
-                self.to_arrow(),
-                copy=True,
-                dtype=self.dtype,
-                index=index,
-            )
-
     @property
     def values(self):
         """
diff --git a/python/cudf/cudf/core/column/timedelta.py b/python/cudf/cudf/core/column/timedelta.py
index ee326b254b9..0d24e8e5120 100644
--- a/python/cudf/cudf/core/column/timedelta.py
+++ b/python/cudf/cudf/core/column/timedelta.py
@@ -146,33 +146,6 @@ def to_arrow(self) -> pa.Array:
             null_count=self.null_count,
         )
 
-    def to_pandas(
-        self,
-        *,
-        index: Optional[pd.Index] = None,
-        nullable: bool = False,
-        arrow_type: bool = False,
-    ) -> pd.Series:
-        # `copy=True` workaround until following issue is fixed:
-        # https://issues.apache.org/jira/browse/ARROW-9772
-        if arrow_type and nullable:
-            raise ValueError(
-                f"{arrow_type=} and {nullable=} cannot both be set."
-            )
-        elif nullable:
-            raise NotImplementedError(f"{nullable=} is not implemented.")
-        elif arrow_type:
-            return pd.Series(
-                pd.arrays.ArrowExtensionArray(self.to_arrow()), index=index
-            )
-        else:
-            return pd.Series(
-                self.to_arrow(),
-                copy=True,
-                dtype=self.dtype,
-                index=index,
-            )
-
     def _binaryop(self, other: ColumnBinaryOperand, op: str) -> ColumnBase:
         reflect, op = self._check_reflected_op(op)
         other = self._wrap_binop_normalization(other)