Rumori Calcio was founded on 17 March 2015 in Hiiu Pub in Nõmme by Italians Angelo Palmeri and Samuele De Pizzol, Georgians Archil Chochia and Erekle Dzotsenidze and Turk Yenal Turan with the aim of providing an international environment through football to foreigners living in Tallinn.

[3] The club first began playing in the Estonian non-league Rahvaliiga, but entered IV liiga in the following year.

Rumori made their debut in the Estonian league system by playing at the artificial turf ground next to Kalevi Keskstaadion and finished the 2016 IV liiga North/West division season in third place, thus earning promotion to III liiga.

[4] In 2022, Rumori Calcio was featured in a BBC article introducing the Estonian Cup.

The club's trainings during winter and early spring months take place at the Kotka indoor football hall.