I am using the theme Propulsion (The WooCommerce version 2.1.11. The WordPress version 3.9.1.).
Woo Commerce > Setting > Shipping > Shipping Options
I checked the option “Hide shipping costs until an address is entered” but I could see the shipping costs in the cart page as below (the options for shipping cost appears in the second line at the table).