In fact, they did not kill him, nor did they crucify him, but it appeared to them as if they did.
The popular belief among Muslims is that a conspiracy was made to kill Jesus, God made the main culprit who betrayed Jesus to look exactly like Jesus, then he was crucified in Jesus' place. Jesus was raised safe and sound to the heavens. Muslims also believe in the second coming of Jesus.
