Born in Leeds, England, Dieseruvwe started his career at Sheffield Wednesday. In 2013, having progressed through the Yorkshire club's youth academy, Dieseruvwe signed his first professional contract at the club. After being told by Manager Dave Jones that he needed to be loaned out for first team football, Dieseruvwe was loaned to Hyde on a month-long youth loan deal. After making seven appearances for Hyde, Dieseruvwe joined Fleetwood Town on a month-long youth loan deal. Dieseruvwe made his Football League debut for Fleetwood Town on 2 November 2013, as an 83rd-minute substitute in a 4–1 win over Newport County. Soon after, Dieseruvwe's loan spell at Fleetwood was extended until 2 February 2014. After making six appearances for Fleetwood Town, it was announced on 20 January 2014 that Dieseruvwe was to return to Sheffield Wednesday.
After expressing his desire to be loaned out in determination of making a breakthrough at Sheffield Wednesday, Dieseruvwe joined Chesterfield on 3 January 2015 on a youth loan deal. Upon moving to Chesterfield, Dieseruvwe described the move as "a big chance" and "another step up". On 17 January 2015, Dieseruvwe made his Chesterfield debut, in a 3–1 loss against Swindon Town. Soon after, Dieseruvwe told of being settled at Chesterfield. On 2 February 2015, Dieseruvwe made his loan move permanent by signing an 18-month contract. Dieseruvwe's first game after signing for the club on a permanent basis came on 7 February 2015, coming on as a substitute for Armand Gnanduillet, in a 1–0 win over Notts County. On 11 August 2015, Dieseruvwe scored his first goal for Chesterfield, the equaliser in an eventual 3–1 defeat to Carlisle United, though he was later sent off in extra-time.
He then joined Kidderminster Harriers but was released by the club in May 2017.
Salford City
He then signed in May 2017 for Salford City. On 26 October 2018, he joined National League North side Chester on loan for one month. At the end of the 2018–19 season he extended his contract with Salford, signing a new two-year contract. On 3 August2019, Dieseruvwe scored Salford's first ever Football League goal, which came in the first match of the 2019–20 season against Stevenage. He went on to score a second goal that day as the 'Ammies' recorded a 2–0 victory. Dieseruvwe joined Oldham Athletic on loan on 10 January 2020 for the rest of the 2019–20 season.
