Picking and choosing from the Bible?

Whenever someone argues about the various dietary restrictions and protocol for coming into contact with a menstruating woman in Leviticus, or how Deuteronomy wants victims stoned to death or married off to their attacker, some Christian argues that the Old Testament doesn't apply. But what about the 10 Commandments? Or those that strictly interpret Genesis? How come only some of it applies?