Haven't had that problem with mine either and I live on a god awful rough road. I think a twist tie would be the best bet. They do make zipties that can be released. You could also use a velcro strap that could be stuck around the rack when you didn't need it.
My choice would be the velcro or the reusable ziptie, neither one will rust and are pretty cheap.
Aaron