Is there any mechanism for this removal or is there simply a specified time period after which the featured is automatically removed by the Community user?
According to this post, it is automatically removed after 30 days. In this case, it apparently took a week longer.
Jeff Atwood says this is because
if we did not, every meta would be littered with dozens of forgotten "featured" questions over time.