The past tense of make somebody's blood boil is made somebody's blood boil.
The third-person singular simple present indicative form of make somebody's blood boil is makes somebody's blood boil.
The present participle of make somebody's blood boil is making somebody's blood boil.
The past participle of make somebody's blood boil is made somebody's blood boil.