Click the overview tab on the left navigation bar
Click the 'All Tasks' filter.
Select the 'Deleted' section.
Click the desired task and click the 'Restore Task' button
You may also find and restore the deleted task by going to the project activity log, click the deleted task that you want to restore and click on "Restore Task".