Solved by my self
We have to set a image for the notifyIcon.
Means
//
// notifyIcon1
//
this.ntfyNotification.Icon = ((System.Drawing.Icon)(resources.GetObject("ntfyNotification.Icon")));
this.notifyIcon1.Text = "Hello from NotifyIconExample";
So that the icon is able to show the icon on the taskbar.