Senator Marco Rubio of Florida, who ran for president offering his youthful optimism and Cuban-American heritage as the embodiment of a new and more diverse generation of Republican leadership, but ultimately failed to galvanize voters in a much darker mood, said on Tuesday that he was suspending his presidential campaign.

Mr. Rubio made the announcement during a speech at his campaign headquarters in Miami after losing his home state by a large margin to Donald J. Trump.