The next few seasons saw Rovers finish around mid-table. On 6 March 1955 one of the most famous games the Showgrounds has seen took place when Rovers were drawn to face Shamrock Rovers in the FAI Cup. Before the match Rovers announced that they had signed Austrian International Albert Straka to play in the game and this attracted much attention resulting in a crowd of over 7,000. In the final minute with Rovers 2–1 down a penalty was awarded and up stepped Straka to equalise and create jubilant scenes. Rovers would go on to lose the replay. Rovers finished the 1956–57 season in third place however it would be another nine seasons before they would finish inside the top three again. The slump began in the 1957–58 season with the club finishing in the bottom two and therefore having to apply for re-election for the first time. During the next few years Rovers struggled on the pitch as well as off it with persistent financial difficulties blighting the club. This came to a head at the end of the 1961–62 season when the decision was made to cut the league from 12 clubs to 10. With Rovers having finished bottom for the last two seasons they, along with Transport, were dismissed from the league despite the club making an appeal to the FAI.