Can the creditor collect on the debt and sue me even though the statute of limitation already ran?

Yes, they can, the debt is still owed no matter how old it is. The creditor even could sue you, and if you would not respond or would not rise the statute of limitation defense, the creditor would obtain a judgement against you.