Not literally, but in a way yes. Actually, blood brings oxygen and nutrition to the testicles. In fact, everything in our body (both in males and females) gets oxygen and nutrients from blood. So, while blood should not present in the semen, it is responsible for the sperm production process.
Suggested for you: What’s the Function of a Sperm Cell? – Definition & Structure.