Dusty bitch Share definition Flag 1. A person who has been a bitch so long he/she is now covered in dust. 2. Long-term Terminal bitch. That dusty bitch has been nasty since high school. Dusty bitch by Oliver Baby August 10, 2018 Get the Dusty bitch mug.