Furious; extremely angry. The phrase refers to one's "blood boiling," meaning the same thing. John's views were so ignorant and narrow-minded that I was boiling mad after talking to him.
boiling (mad)
mod. very mad. Mad, I’m not mad. I’m just boiling.