Tube noise when gain is increased, tube issue?

Adjusting gain on my preamp improves the sound vibrancy who makes it sound better.  But when I turn it higher the tubes tend to make a buzzing/humming noise which goes away when I turn it back.  
 

Is this a tube problem or a gain problem.  It's nice to maximize the gain setting before distortion occurs.