Do you have to be 18year old to buy lock pick?

No, not by law. However, some cities or localities may have additional restrictions on the sale in their jurisdiction.

Many shopkeepers will also refuse to sell to minors on pure principal, which is probably a good idea.

It is legal for a minor to purchase lockpicks on the federal and state level, however.