text: It's not really a tradition so much as a superstition. Players think it brings them bad luck if they step on the foul line while they walk/run on and off the field. A lot of players refuse to do so, not just pitchers. I did the same thing when I played ball in highschool and college and I do the same thing now when I play rec league softball.