Carlos Pena added a home run in the ninth, helping Tampa Bay extend its AL East lead to two games over Boston.
Crawford, who had his seventh career two-triple game and second of the season, drove Horacio Ramirez's pitch to right-center in the eighth, scoring Akinori Iwamura and B.J. Upton to give the Rays a 4-2 lead.
