The first option explained:
These are not just icons; they represent programs running constantly. But there are even others that don't show up there.
In the Run box, type in "msconfig," then click the "Startup" tab. Uncheck programs you don't want starting with each boot. You will be asked to reboot.
After the reboot, check the box that pops up.