The 16-year-old schoolboy was taken off in the early stages of the second half after a harmless looking collision under a hanging high ball.
Walton's injury was the worst aspect of a disappointing night for Leeds' youngsters as they bowed out of the country's leading youth competition in the dying stages of extra-time.