I cannot get the base off the unit where it attaches to the ceiling. Is that where the dip switch settings are? If so, how can I remove the base? Thank you.

Often times yes. There is a decorative ring that covers the screws, it twists off.

http://www.ceiling-fans-n-more.com/ceiling-fan-remote-controls.php