Once you delete the audio track and save the project, you cannot recover it without re-recording it from tape or backup file
Right-click on the video clip and select “Open in Trimmer”.
Right-click on the clip in the Trimmer, drag it back to the timeline, place it over top of where the audio was deleted, follow the appropriate prompts and your deleted audio is back where it belongs.