If (like me) you're just a 'casual' Youtube user, without an account, you can't block annotations all the time. However if you actually log into Youtube with an account this should theoretically work (although some people report that you need to repeat the action every so often:
Log into YouTube, go to YouTube settings, and under the Annotations and Activity heading, uncheck the "Show annotations, channel promotions and interactive cards on videos" box.