I would, although it's good practice to run it on battery until it's down to about 20% charge once a week or so just to keep the battery conditioned.
If you take the battery out you've got no protection against momentary loss of power which may cause data loss or corruption and also in a lot of laptops the battery adds a lot to the structural strength of the chassis and without it the whole laptop can twist easily.