He scored the first goal of his second spell in a vital 4–1 win over play-off challengers Alfreton Town on 8 April, with "a neat finish" from close range. Oyeleke scored on the final day of the season in a 2–1 defeat to Hereford United, with other results going the Shots' way to securing their position in the Conference Premier for the 2014–15 season with a 19th-place finish. Oyeleke made 40 appearances across his two spells with Aldershot during the 2013–14 season, scoring six goals. On 16 October 2014, Oyeleke rejoined Aldershot Town on a loan running until 13 January 2015. A leg injury hindered his chance of regular appearances and he made 11 appearances before returning to Brentford when his loan expired. On 26 March 2015, Oyeleke joined Conference Premier side Woking on a one-month loan. He made his debut as a late substitute for Kevin Betsy in a 2–2 draw with Welling United at the Kingfield Stadium on 4 April. Oyeleke's spell came to an end after the final game of the season, his fifth appearance, after Garry Hill's Cards failed to qualify for the play-offs. On 7 May 2015, Oyeleke signed for League Two side Exeter City. He made 11 appearances for the Grecians during the 2015–16 season and scored one goal, versus Premier League club Sunderland in the first round of the League Cup in the early weeks of the season. He was released at the end of the season. After recovering from a long-term injury, Oyeleke rejoined National League club Aldershot Town on 13 February 2017, on a contract running until the end of the 2016–17 season. After a month away on loan and recovering from a hamstring injury, he made his third debut for the club as a substitute for Jim Kellerman after 70 minutes of a 2–0 victory over Solihull Moors on 1 April and signed a new one-year contract at the end of the month. He finished the season with six appearances after the Shots fell to Tranmere Rovers in the National League play-offs. Despite enduring a second play-off defeat, Oyeleke had a successful 2017–18 season, making 44 appearances, scoring three goals and being voted the club's Supporters' and Players' Player of the Year. On 21 May 2018, he refused to sign a new contract and left the club. Across his three spells with Aldershot Town, Oyeleke made 101 appearances and scored eight goals.