diff --git a/pandas/core/indexes/multi.py b/pandas/core/indexes/multi.py
index 45c386510cc38..7af234ccbd6b0 100644
--- a/pandas/core/indexes/multi.py
+++ b/pandas/core/indexes/multi.py
@@ -1658,6 +1658,12 @@ def get_level_values(self, level):
             Values is a level of this MultiIndex converted to
             a single :class:`Index` (or subclass thereof).
 
+        Notes
+        -----
+        If the level contains missing values, the result may be casted to
+        ``float`` with missing values specified as ``NaN``. This is because
+        the level is converted to a regular ``Index``.
+
         Examples
         --------
         Create a MultiIndex:
@@ -1671,6 +1677,16 @@ def get_level_values(self, level):
         Index(['a', 'b', 'c'], dtype='object', name='level_1')
         >>> mi.get_level_values('level_2')
         Index(['d', 'e', 'f'], dtype='object', name='level_2')
+
+        If a level contains missing values, the return type of the level
+        maybe casted to ``float``.
+
+        >>> pd.MultiIndex.from_arrays([[1, None, 2], [3, 4, 5]]).dtypes
+        level_0    int64
+        level_1    int64
+        dtype: object
+        >>> pd.MultiIndex.from_arrays([[1, None, 2], [3, 4, 5]]).get_level_values(0)
+        Float64Index([1.0, nan, 2.0], dtype='float64')
         """
         level = self._get_level_number(level)
         values = self._get_level_values(level)