I think it's better to save enough money for 6 months to a year, and then quit. This is what I did.
When you work a regular job, it's very difficult to switch your thought process from work to startup. Not to mention the fact that you will pretty much have no free time left over (which I need to be healthy and happy).
I tried to do both..and it just didn't work for me.