Does blood pressure medication interfere with my workout?

I have high blood pressure. My newest blood pressure drug is atenolol. My blood pressure is now great. I feel fine. But I can no longer get my pulse up when I work out on my treadmill or bike. Does that mean I won’t benefit from exercise anymore?