Moore has 577 yards and five touchdowns in three career games against Colorado State, and averaged 5.3 yards on 29 carries Saturday to help the Lobos win their third straight game.
"It's not like I circle Colorado State on the calendar," Moore said. "I just fit well against them."
So did the Lobos' defense.
Facing a freshman quarterback, New Mexico (5-4, 3-2 Mountain West) clogged up the line of scrimmage and took away Colorado State's running game. Caleb Hanie was 20-for-36 for 285 yards and two touchdowns, but it wasn't enough to offset an anemic 35 yards on 34 carries on the ground.
As for Hanie, his numbers were decent, but it didn't completely reflect how he played. The freshman lost 20 yards on 11 carries and put the ball on the ground several times, including a fumble on the first play of the second half.
"He looked like a true freshman, but they have a good defense," Colorado State coach Sonny Lubick said. "What Caleb went through is just a growing process."
Colorado State (3-5, 2-2) still probably could have won if not for some bumbling to start the third quarter.
With Colorado State leading 7-3, Hanie was stripped by Evroy Thompson on the first play of the third quarter, leading to Zunker's 21-yard field goal. Hanie then stumbled and fell on the Rams' next drive for a 10-yard loss, followed by Daniel Ramirez's 36-yard punt return to Colorado State's 22.
Moore scored two plays later on 7-yard run and New Mexico got the ball right back at Colorado State's 18-yard line after Damon Morton fumbled the kickoff. Zunker followed with a 30-yard field goal.
The Rams had a quick answer once they were able to hold onto the ball.
With Hanie hitting all five of his pass attempts, Colorado State moved 92 yards in seven plays for Johnny Walker's 18-yard touchdown reception that cut the lead to 16-14.
But any momentum the Rams might have gained disappeared with another mistake.
Catching what should have been about a 20-yard pass on a crossing route, Hank Baskett ran up New Mexico's sideline for a 69-yard touchdown after two Colorado State players collided while chasing him toward the sideline near midfield.
"We needed it because our offense had a short field most of the game and all we were getting field goals instead of touchdowns," New Mexico coach Rocky Long said. "That was a big-time play and I thought that was a big spark for our offense."
Colorado State will need to win two of its final three games to avoid its first losing season since 1993.
"This is so frustrating," Colorado State tight end Joel Dreessen said. "I'm tired of coming in here and hearing coach Lubick say 'you played (great), but we lost. I'm tired of hearing that. I want him to come in here and say 'you play great and won.' I want to hear that a few more times this year."
Colorado State didn't have any trouble moving the ball early, going 80 yards in five plays on its first drive. Dustin Osborn capped it with a 37-yard touchdown reception, slipping behind Payne in the end zone on a post.
But the Rams bogged down after that.
Unable to get anything going on the ground -- 26 yards on 16 carries -- Colorado State managed just 37 total yards the rest of the half.
"The first drive was really good," Hanie said. "I don't know what happened after that."
Mexico wasn't much better.
Lobos moved the ball -- until they crossed midfield. New Mexico had 159 yards in the first half and crossed the 50 three times, only managing Zunker's 46-yard field goal midway through the second quarter.