Reynolds played college baseball at the University of Maine for coach Paul Kostacopoulos before transferring to the University of Massachusetts Amherst to play for coach Mike Stone from 2003 to 2004.
As a freshman at the University of Maine in 2001, Reynolds had a .317 batting average, a .360 on-base percentage (OBP) and a .423 SLG.
In the 2003 season as a junior, Reynolds transferred to the University of Massachusetts Amherst to play for the UMass Minutemen baseball team and hit 12 doubles and 13 RBIs.
Reynolds had his best season as a senior in 2004, leading the team in home runs (7) and was a key contribute with RBIs (39), batting average (.293) and slugging (.461).
[4] Reynolds spent 7 season with the Midshipmen until he was hired as the head coach of the Washington College Shoreman baseball program on July 8, 2014.