<p>Unfortunately, yes. There are a considerable number of popular classes that are always filled to enrollment (i.e. Intro Soc). Usually sending out an e-mail to the professor considerably before the class starts can be sufficient, but begging in person in addition can’t hurt, either 
Of course, this strategy usually works best if you are ACTUALLY passionate about being in the class.</p>