Controls are crucial in antibody staining to validate the specificity and accuracy of the results. Negative controls involve using a sample where the primary antibody is omitted or replaced with a non-specific antibody, ensuring that any staining observed is specific to the antigen of interest. Positive controls use a sample known to express the target antigen, confirming that the staining protocol is working correctly.