This is only the case for binary events (either "it happened" or "it didn't"), which in the real world are quite rare. "Absence of evidence" usually means "The test hasn't been run yet", or "The test results are inconclusive." This is, of course, different from "The test has been run, and I'm choosing to rationalize the results after the fact."