Du Jun is indeed still alive.

At the beginning, he protected Joe Yin and jumped into the sea, and was shaken by the impact of the explosion. He was severely injured and fell into the sea. He was supposed to be mortal.

But he had obsession in his heart, worried that Joeyen would be sad