Hi Tony....that's quite common. Is this a new machine, or second hand? If the latter, beware any scoring/pitting on the tapered spindle of the chuck. If the taper isn't clean it might well develop the annoying habit of dropping out of the shaft, especially when you're withdrawing the drill out of whatever material you're working with.
Les