The website usage on the client side is more to do with resource usage. Unnecessary usage of Javascript is often what makes websites laggy.
You computer will normally down-clock (you can turn this off in the bios) when under lighter loads.The difference between a JS-free webpage and a bloated web page that uses multiple JavaScript with extra Javascript for ads and tracking could be around 10W/H to 40W/H on Desktops.