It doesn't seem to matter:
http://www.rwxrwxrwx.net/test.php
<link type="text/css" rel="stylesheet" href="test.jpeg" />
Works fine...
Can you provide a link? That way I can look at the file to see if there may be an error somewhere, and save it to see if I can reproduce the problem...