The rectifier is failing, allowing AC to get past it to the filter capacitors, which are dying a loud and painful death, taking your output tube(s) with them... turn it off, take it to a tech, and repeat after me:

It doesn't get better on its own. It doesn't get better on its own. It doesn't get better on its own... It doesn't get better on its own... It doesn't get better on its own...