Will tea stop headache?

Maybe. Depending on the reason for headache, it may. Fluids usually help but tea can be dehydrating.
Caffeine. The caffeine in tea can help some people when a headache flares, just like coffee. But it varies from person to person and the caffeine sometimes can magnify the symptoms. Should see a doctor to also get to the source of your headaches, if possible.