Yes, it can go away, but it might not. It will probably get easier to ignore though.
By any chance are you in the Midwest in the US? I've had low pitched tinnitus after a cold for nearly 2 months now. I've been to an ENT, had a bunch of tests, and I was told my symptoms "sound like"...