diff --git a/python/pyspark/pandas/tests/test_rolling.py b/python/pyspark/pandas/tests/test_rolling.py
index bf793765655b0..783be4178fbda 100644
--- a/python/pyspark/pandas/tests/test_rolling.py
+++ b/python/pyspark/pandas/tests/test_rolling.py
@@ -30,6 +30,10 @@ def test_rolling_error(self):
             ps.range(10).rolling(window=-1)
         with self.assertRaisesRegex(ValueError, "min_periods must be >= 0"):
             ps.range(10).rolling(window=1, min_periods=-1)
+        with self.assertRaisesRegex(ValueError, "window must be an integer"):
+            ps.range(10).rolling(window=1.1)
+        with self.assertRaisesRegex(ValueError, "min_periods must be an integer"):
+            ps.range(10).rolling(window=1, min_periods=-1.1)
 
         with self.assertRaisesRegex(
             TypeError, "psdf_or_psser must be a series or dataframe; however, got:.*int"
diff --git a/python/pyspark/pandas/window.py b/python/pyspark/pandas/window.py
index 2808f72fd3c12..ca9dba91d24c7 100644
--- a/python/pyspark/pandas/window.py
+++ b/python/pyspark/pandas/window.py
@@ -144,10 +144,15 @@ def __init__(
         window: int,
         min_periods: Optional[int] = None,
     ):
+        if type(window) is not int:
+            raise ValueError("window must be an integer")
         if window < 0:
             raise ValueError("window must be >= 0")
-        if (min_periods is not None) and (min_periods < 0):
-            raise ValueError("min_periods must be >= 0")
+        if min_periods is not None:
+            if type(min_periods) is not int:
+                raise ValueError("min_periods must be an integer")
+            if min_periods < 0:
+                raise ValueError("min_periods must be >= 0")
         if min_periods is None:
             # TODO: 'min_periods' is not equivalent in pandas because it does not count NA as
             #  a value.