•Assessment of coarse particles between 2.5 and 80 μm in Beijing.
•This study covers a long period from 2005 till 2009.
•Seasonal and source variations of mass concentrations are identified.
•Influences of Asian dust and the 2008 Olympic Games are described.
•A long term decrease of coarse particle mass concentrations was detected.