They did find the weapon, I was wrong about the serial number matching a gun Blake had owned.
http://www.crimelibrary.com/notorious_murders/family/bakley/12.html?sect=12
Jury Foreperson Thomas Nicholson: Circumstantial evidence was flimsy. They could never put the gun in Blakes hand. Unreliable witnesses. Timeline did not work out.