Ok, so I've found that the humming sound I'm hearing is exactly the same pitch every time. It seems to match a frequency of exactly 60hz.
I will hear this for short periods at a time, anything from a couple of seconds up to no more than 20 seconds, and then just silence in between. The pauses between the humming can be any length of time.
If its 60Hz then it is an electrical hum.