The joke is a pun. A hurdle is an obstacle that one has to jump over in a hurdle race.  To 'get over' something is to overcome it, whether it is a personal issue that requires changing one's attitude, learning to live with a change, or to fix one's situation.
I used to have a fear of hurdles , but I got over it .