Hi Got Lost,
Welcome to our forum. ;D
Your 555 LED flasher circuit doesn't have enough supply voltage for the voltage requirement of a blue LED plus the voltage loss at the high output of the 555.
A blue LED's voltage requirement could be 3.6V. The voltage loss at the output high of a 555 could...