Do atheists just reject Jesus because he is Jewish?

That's the only possible reason anyone would reject the Messiah's message of love and redemption. The atheist just doesn't want to accept that the Jewish religion is correct, a Jewish man is its completion and their savior, the God of Moses is their Heavenly Father, and Har Tsion is and always will be His eternal home.