diff --git a/holoviews/plotting/mpl/stats.py b/holoviews/plotting/mpl/stats.py
index 420a0ba4cf..1ce3fb65a7 100644
--- a/holoviews/plotting/mpl/stats.py
+++ b/holoviews/plotting/mpl/stats.py
@@ -78,7 +78,8 @@ def get_data(self, element, ranges, style):
                 label = ','.join([d.pprint_value(v) for d, v in zip(element.kdims, key)])
             else:
                 label = key
-            data.append(group[group.vdims[0]])
+            d = group[group.vdims[0]]
+            data.append(d[np.isfinite(d)])
             labels.append(label)
         style['labels'] = labels
         style = {k: v for k, v in style.items()