Yes, stage fright, also known as performance anxiety, is serious enough to be a phobia. By definition, performance anxiety is a type of social phobia (social anxiety disorder), so by extension, stage fright is a type of social phobia.
The following video explains how stage fright develops and turns into a phobia: