Go to the project concerned by the reports :
From the Project Summary view, click Reports on the left of the screen :
If you want to delete a specific report, click on the concerned one and click "Export" :
If you want to delete all the reports, click on "Export" at the bottom right of your screen :
You should have the reports downloaded in Excel format.