Unfortunately, a constant severe headache can develop when a headache syndrome progresses over time. This often occurs due to overuse of pain medications to treat the original headaches, and may improve if you stop taking the medications. A constant severe headache can also arise without a history of headache, as in the case of the headache syndrome called new daily persistent headache.