Here's why:
* Mercury is the closest planet to the Sun. The intense solar radiation has stripped away most of its atmosphere over billions of years.
* Low gravity: Mercury's relatively weak gravity also contributes to its inability to hold onto an atmosphere.
While Mercury does have a very thin exosphere (a very sparse atmosphere), it's practically negligible compared to other planets.