1. Using another domain name means that you'll be able to not have the cookies that are used on the main domain - which means that HTTP requests will be smaller
2. No need for a full PHP/.NET/JAVA server to serve static content!
3. Use another machine to serve the static content (Including some CDN) 
4. Use another web-server to serve the static content (something more lightweight and faster)