Goku was just attending his selfish desires of wanting to battle someone strong. He knows the risks and acknowledged that Vegeta isn't like Piccolo, he didn't think Vegeta would change... But he couldn't let go of his desire to have someone so strong as a goal of his to keep pushing him, so his drive, his maniac love for fighting took precedence over the danger Vegeta posed.