I am using a widgetized page but the widgets are shown over the featured image section...

You are most probably adding the sidebar shortcode into the content of the page. Instead of inserting the shortcode into the content area, you should choose the custom sidebar (that you want to pull the widgets from) from the sidebar panel on the right, as the screenshot below shows: