Direct evidence directly proves a fact, such as an eyewitness account, while circumstantial evidence suggests a fact through inference, like fingerprints at a crime scene. Both types of evidence are vital in legal proceedings, and the weight and admissibility of each can significantly impact the outcome of a case.