Text annotation is crucial because it adds structure and meaning to unstructured textual data, enabling machine learning models to comprehend, interpret, and extract valuable insights. By annotating text with labels, entities, sentiment, or relationships, it provides context and clarity, which is essential for training natural language processing (NLP) models.