The Boardwalk Bakery is a quick service place that serves Croissants, hot breakfast sandwiches, and other bakery items. It also serves cold sandwiches at lunch. For a sit down breakfast, you could try Kouzzina's, also on the Boardwalk.
The Swan and Dolphin have some breakfast options too...