I usually type :bd to remove the buffer, however, it results in undesirable side-effect of the window being closed which I do NOT want.
:bd
I'm not sure if icecrime's bufclose plugin link is based on the same thing, but the Vim Tips Wiki shows a couple of different approaches via a script. Check them out.