Ronaldinho scored the opening goal for Atletico before Anderson Conceicao equalised.
Julio Cesar put Figueirense ahead before Ronny stretched the lead to 3-1.
But Leonardo Silva, Bernard and Guilherme scored within ten minutes to turn the game around and help Atletico stretch their lead to four points in Brazil.
