Because your muscles are using the oxygen that's in your blood faster, so in order to pump more oxygen to your muscles you heart needs to beat faster.
When You Exercise Why Does Your Heart Beat Faster?
Because during exec-rise, we work much faster than the normal routine, so because of this reason, our heart beat run faster than the routine.