On my system the HID service is set to start manually. Seems some install has altered yours.
Since you did not say for sure, if you go to services (services.msc) and first stop the service and then restart, will it start then?
Do you see any warnings or errors in the Event Viewer that might be related?
If the service will not restart, perhaps something is causing it problems and making it shutdown. How many devices do you show as using the service. Usually mice will also be involved, device manager will usually show those. Perhaps one is showing a yellow problem mark.