Dependency Injection (DI) is a design pattern in Java that enhances code modularity and maintainability by decoupling class instantiation from dependencies. It is crucial for full stack development, as it promotes flexibility, testability, and reusability of code through practices like constructor and setter injection. The Spring framework utilizes DI to manage object dependencies, making it a fundamental aspect for developing scalable and maintainable applications.