Naive Bayes - Why did Naive Bayes fail?

Naive Bayes Classifier can fall short due to its assumption of feature independence. In most cases, the features exhibit some dependency. Additionally, the zero probability issue arises when the test data contains words not present in the training data, leading to zero class probabilities.