It might better have been called "Invitation to the Pantomime" because there is no speaking, much less singing, in the film, a production much better suited to the stage. The movie does in fact look like a filmed stage production, and the format and ambitions of the film are not what audiences had come to expect from Gene Kelly. But this was his baby, and he wanted to take filmed dance to entirely new levels of artistic achievement. In many ways, it is a testimony to his power as a choreographer and a star that he was able to pull it off. Nevertheless, beautiful as it is, this is not everyone's cup of tea. Watching the first of the three dance sequences, I longed for Kelly to take that white paint off his mime face and stop mooning over the ballerina. He did, and the next two sequences are more enjoyable, the last being rather fun when animation takes over. ---from Musicals on the Silver Screen, American Library Association, 2013
Review of Invitation to the Dance
