Develop a JavaScript application that facilitates the conversion of weights between pounds and kilograms, as well as between kilograms and pounds. Utilize the following formulas for conversion:
To convert pounds to kilograms: kilograms = pounds * 0.4536
To convert kilograms to pounds: pounds = kilograms * 2.2
Additionally, create the necessary CSS to enhance the appearance of the web page
