The Gospel accounts are clear that the Jews Jewish leaders were the ones who decided he had to die and who did whatever was necessary to reach that goal.
The leaders wanted to be rid of Jesus, but the masses turned on Him also. Remember, they had a chance to grant him the Passover pardon, and the crowd picked the Barrabas instead.