Furman (2-3, 1-1) has won two-straight after starting the season 0-3.
Williams, a preseason 1st-team All-Southern Conference selection, returned a kickoff 100 yards on Furman's first possession, and then added touchdown runs of 89 and 2 yards to give the Paladins a 21-3 lead.
McCloud's 20-yard touchdown extended Furman's lead to 28-3 with 3:28 left in the first half. McCloud finished 123 yards while Williams, who racked up 239 on the ground, became the first Paladin since 2000 to rush for over 200 yards in a game.
It was also the first time since 2005 that Furman has had two players rush for over 100 yards in the same game.
Eddie Sullivan led Western Carolina (1-4, 0-3) with 220 yards passing and 104 rushing.
SEC Network highlights Gator student-athletes graduating this weekend, including gymnast Bridget Sloan and linebacker Jelani Jenkins.
SEC Network's Marcus Spears and Kevin Weidl break down the best fit, top value and Saturday sleeper after Day 2 of the 2016 NFL Draft.
Former Auburn OT Shon Coleman, who was diagnosed with leukemia in 2010, speaks at St. Jude Children's Research Hospital about being drafted by the Browns.
Former Florida DE Jonathan Bullard discusses reaching his dream of being drafted as he was selected in Round 3 by the Chicago Bears.
SEC Network's Marcus Spears and Kevin Weidl react to the Tide players taken on Day 2 of the NFL Draft and predict what's in store for Henry and Ragland.
Edward Aschoff and Paul Finebaum break down what's going on at Ole Miss following Laremy Tunsil's admission that he took money from an Ole Miss official.