To turn off Facebook Chat, locate the bust silhouette tab on the bottom right-hand corner. Click this tab to open the Facebook Chat application window. Next, click the link titled "Go Offline." At this point, a red bubble will appear indicating you are now offline and unable to be seen online or receive messages from contacts at that time.
Once you have turned off Facebook Chat, this feature will remain offline even if you end your session and return later.