I downloaded from http://bitcoin.bluematt.me/bitcoin-nightly/blockchain-nightly/
and extracted two .dat files out, but not quite sure where to put it.
But after changing my miner from cgminer to cpuminer,
it can work now!!!
A bug of cgminer or something?
Thanks anyway=)

P.S.
Could you tell me where to put the two .dat files