Without trying to provide medical advice, caffeine in regular coffee is thought to be the culprit that raises blood pressure. Other chemicals and compounds besides caffeine naturally occur in all coffee that can have a similar effect. In general, though, drinking decaf coffee usually lowers blood pressure on comparison to regular coffee.
If you have any questions about blood pressure and whether you should drink regular coffee or choose decaf, please consult your doctor.