Try boiling the kettle with the lid off/open (if it has one) - it's a lot quieter as the sounds isn't as contained.
Also, even with a concealed element kettle, the heat won't be as evenly distributed on the base as many, certainly cheaper ones, just have a std kettle element soldered to the...