When I choose a Style Kit from the dropdown, I don't see a change reflected on the design

There are a couple of quick things you can do:

1. Hard refresh the page or empty the page cache.

2. Make sure that the elements of your Layout do not have manually added styles on them. If they do, then these styles always override the Styling controls. 
You can easily reset the style of the elements through the right menu popup.