On June 21, 2015 Whitaker signed with division rivals the Toronto Argonauts.
In his second season with the Argos Whitaker was named an East Division all-star again after racking up 1,009 yards and three touchdowns on 189 carries, becoming the 41st player in CFL history to rush for 5,000 career yards in the process.