increased fan noise equates to higher RPMs which is due to increased heat.
so it's either increased work load on the components with fans (chassis, CPU, GPU, PSU) causing the extra heat or dust build within the PC.
what's the airflow like around the unit?
when the fan noise increases, what process are you running - games, streaming, defrag...?