Dont take it off :L
You'll find lots of brake fluid and the piston.
I just nipped mine up (it was quite loose) tested it, and boom, leak free
And what other people have said about the humidity in your basement could have an effect, but i cant see humidity causing your brake to be crap for the first hour of a ride.