I have some action with confirmation box (e.g: delete action), but when user click cancel and then they perform that action again and again, the browser will display a prevent option.
And after that, users can delete without confirmation.
Can I disable this dialog or is there alternative way to overcome this situation.

No. The dialog is there to prevent sites from abusing popups to deny users the ability to use the browser’s interface; if you could disable it, so could abusive sites.
Instead of using a popup window, you might want to consider an HTML dialog box, that you position on top of the rest of your UI.