Stop an Icon (for a program running ) from appearing on the task bar

I have a program running on the background. An Icon for it appears on the task bar. I have right clicked the Icon and removed it from the taskbar. Whenever I restart the computer the Icon appears again on the taskbar. Is there any way to stop the Icon from appearing