The burden of proof is on the prosecution. If there's no evidence found against the defendant, he is therefore innocent; he cannot be guilty simply because a microscopic possibility remains that some evidence against him might have been missed.
Reader Q&A #1: Forensic Evidence of Sean Collier’s Murder
US v. Tsarnaev 