This circuit is kinda confusing due to it's design...
Basically the 2 capacitors slowly fill when the voltage on the base is high enough (negative side of the cap) 0.6v the transistor switches on causing the led to glow and the other cap to discharge. . The cycle begins again the other cap starts charging.
Get a circuit emulator or build it..