Why can't Turner Syndrome occur in males?
Because it is not viable to not have any X chromosome (non-peer reviewed reference).

The X chromosome is much bigger than the Y chromosome and carry a lot of essential genes (see here). A zygote just does not appear to be viable without X chromosome.