Links from .edu sites are thought to have more strength with the search engines because .edu sites are well trusted sites that are established. Because strict rules are given to register a .edu domain name, almost all links coming from a .edu site are not spam and can therefore be given more weight from the search engines.
This hasn't been confirmed as a fact, but it is generally believed by the SEO community that .edu links are very powerful.