Click the Delete link before the name of the ad. If the link is not displayed in the interface, the ad was active at one time (status "Campaign in progress") and cannot be deleted.
If you want to stop ad impressions, use the Stop link. Move the stopped ad to the archive using the Archive link so that it doesn't bother you while working. Active ads cannot be archived.