But it's right there on line 6 of the page source:
<link rel="alternate" type="application/rss+xml" href="/rss" title="All categories" />
Which means for example Opera shows the icon in the address bar. Firefox shows "subscribe to this site". Etc.
Do you realize that having an extra button for RSS is basically obsolete, and should actually be deprecated?