Now i have only owned one or two high powered air guns, and as you need no license for them, i'm pretty sure there are no rules for where to keep them, but don't quote me.
If i were you, i'd keep it in a locked garage, or a subtle place in a loft or something.
But honestly, if you want some real fun, get a firearms license, soooo much more choice