The setTimeout function allows you to pass additional parameters to the function. Hence you can rewrite your code as follows:
var timer = setTimeout(countDown, 1000, secs);
It's supported in all major browsers except for some old versions of IE. See this question for more details: Why does Underscore.js have a delay function?