Please refer to the attached gif file.

Workaround: set bottom padding by setting the SyntaxEditorElement.HorizontalScrollBar.Padding property. 

mySyntaxEditor1.SyntaxEditorElement.HorizontalScrollBar.Padding = new Padding(0, 0, 0, 2);