The "new" tag/label is automatically added to certain tasks and projects. The tag is to alert you that this task or project has become newly available.
There are different ways this can happen:
An item moved out of the backburner because it has reached its start date
A recurring project got created
An item has become available since a dependent item has been completed or deleted
Tip: Hover over the tag to see why this item became available: