There are many definitions, but I think the below puts it in plain English and is nice and short.
Usability is ensuring the excellent quality of a user's experience when interacting with a product or system. (whether a Web site, a software application, mobile technology, or any user-operated device.)
Accessibility is the practice of making websites and web-based applications usableby people with disabilities. (It is a sub element of Usability)