Trousselier is a French surname. Notable people with the surname include:

Louis Trousselier (1881–1939), French racing cyclist who won the 1905 Tour de France André Trousselier (1887–1968), French footballer and brother of the above Auguste Trousselier, French footballer and brother of the above