Non-uniform complexity refers to the study of computational problems where the complexity of solving a problem can vary significantly with the input size, not adhering to a uniform bound. This concept is crucial for understanding the limitations and capabilities of algorithms, especially in scenarios where the worst-case scenario does not provide a complete picture of an algorithm's performance.