To delete all the measurements select individual measurement and click x to delete each of them .While selecting don't click in the middle of those lines(It will only add an angle and if you click x it will only delete the angle) instead click on any end point.
It is a tedious job if you have many measurements. Naturally a you wont have to use this much measurements . That must be why they are not easy to delete as a group.