Download the file again from ELECTRUM.ORG and make sure you follow this guide step-by-step:
https://bitcointalk.org/index.php?topic=5105901.0I just tried myself with the latest version of the Standalone Executable (electrum-3.3.4.exe) and the signature was verified.