Kevin Kelly was lightly recruited coming out of Neshaminy High School. He accepted a scholarship offer from Penn State over the Syracuse Orange and Delaware Blue Hens.[4] Kelly claimed the starting placekicker position during pre-season training and became the first Penn State true freshman since Craig Fayak to start the season opener in their game against the South Florida Bulls. Kelly would go on to break Fayak's freshman scoring record. In the final game of the season, Kelly kicked the game-winning 29-yard field goal in the 2006 Orange Bowl against the Florida State Seminoles. He finished his freshman year with 16 field goals made on 23 attempts.[1]
Kevin Kelly's second season at Penn State ended with him earning a place on the Academic All-Big Ten team. He made 22 of 34 field goals and was perfect on 30 extra point attempts. He kicked two career-long field goals of 49 yards, as well as two field goals against the Tennessee Volunteers in the 2007 Outback Bowl.[1]
Kelly began the 2008 season on the Lou Groza Award watchlist.[6] His 17-point performance (four field goals and five PATs) in Penn State's 46–17 win versus Michigan earned him Big Ten Specialist of the Week honors[2] and pushed his career scoring total to 376 points, making him the Big Ten's all-time kick scoring leader. He broke the previous mark of 367 points held by Minnesota's Dan Nystrom and Iowa's Nate Kaeding.[2]
At season's end, he was named a consensus first team All-Big Ten selection[7] and recipient of a Big Ten Distinguished Scholar Award for the 2008–09 academic year.[8]