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OAKLAND, Calif. -- Bartolo Colon hardly had to sit down in the dugout before getting up to pitch again, just the kind of rhythm he prefers.

Colon pitched eight scoreless innings, and Yoenis Cespedes finished a home run shy of hitting for the cycle, drove in a run and scored, as the Oakland Athletics beat the Texas Rangers 2-0 on Wednesday night.

"I like to have a rhythm like that. I tried to go fast," Colon said. "I'm really happy with how I pitched tonight."

Brandon Inge hit an RBI single in the second, and Colon won for the second time in his past nine outings to improve to 18-6 in 28 starts against Texas -- his most wins against any opponent.

"He has a lot of wins against them, and that gives him confidence," Cespedes said.

The right-hander (5-6) was backed by just enough run support in this outing after the A's were blanked his last time out, at Kansas City on Friday -- the third time Oakland hasn't scored a run in one of his outings.

Cespedes did his part, matching his season high with three hits and dazzling with his glove in left field.

"When he has a good offensive night, it feels like we win," manager Bob Melvin said.

Cespedes doubled and scored in the second, hit an RBI single in the fourth, and tripled in the sixth during Oakland's sixth shutout of the year. The Cuban slugger and cleanup hitter is batting .375 (9-for-24) with a home run and five RBIs in six starts since coming off the disabled Friday after recovering from a left hand injury.

"I'm not 100 percent, but I'm close. I'm getting stronger," he said, noting he didn't think about the cycle because, "I have many games and many opportunities to do it."

Colby Lewis (4-5) had a rare loss against his former Oakland club despite eight strong innings for his fourth career complete game. The right-hander is 7-4 in 19 appearances and 17 starts against the A's -- and he'd been 5-0 over his previous seven starts in the rivalry.

Lewis is 5-2 with a 2.56 ERA in 10 career starts at Oakland.

"I just go out and try to keep the team in the game as long as I can. It is what it is," Lewis said. "I felt like I threw the ball pretty good."

A night after bouncing back from Monday's 12-1 rout with a 6-3 victory, Texas struggled at the plate again and couldn't do much of anything against the hard-throwing Colon. It was Texas' first shutout since Sept. 16, 2011, by Seattle.

Even Adrian Beltre was stymied, going 0-for-4 after he went into the game with 17 hits and 13 RBIs off Colon.

He allowed five hits in eight innings, struck out five and walked one in an impressive 100-pitch performance for one of his best outings since joining the A's in January on a $2 million, one-year contract. He threw 77 pitches for strikes. Brian Fuentes completed the five-hit shutout in 2 hours, 4 minutes with a 1-2-3 ninth for his fifth save in seven chances. It was the shortest game in the American League this season.

"It takes a lot of poise and guts to get through that ninth when the starter is pitching a game like that," Melvin said.

The Rangers lost for the ninth time in their past 13 games versus the AL West.

They missed a scoring chance in the second with the bases loaded and one out, but Colon got No. 9 hitter Mitch Moreland to ground into an inning-ending double play. Texas hit into another double play in the third, and Colon didn't allow another baserunner beyond first.

"It's very important when you're pitching to make those double plays so the rhythm stays fast," Colon said.

Colon retired the final 11 Rangers hitters he faced.

"We had our opportunity in the second but we hit into a double play. From that point on, Colby and Bartolo Colon loaded up the strike zone and made quick work of the hitters," Rangers manager Ron Washington said. "He kept us off the fat part of the bat, and we couldn't do anything offensively. We couldn't muster anything against him. He's still smart. He still knows what he's doing."

The series finale Thursday will complete just four home games during a 16-game stretch for the A's from May 28 to June 14.

Game notes

A's LHP Dallas Braden, still rehabbing his strained, surgically repaired throwing shoulder, played catch out to 80 feet and reported no problems. "That's very encouraging," Melvin said. ... Melvin is going to stay away from using LHP reliever and former 1B Sean Doolittle on back-to-back days for now. He made his major league debut Tuesday, struck out the first three batters he faced and retired all four in order using all fastballs among his 21 pitches. What's his best off-speed pitch? "I don't know yet; we'll see," Melvin said. "It's a slider, I hear." ... Yu Darvish (7-3) pitches for the Rangers in the series finale Thursday against Brandon McCarthy (4-3). ... The A's placed RHP reliever Andrew Carignan on the 15-day disabled list, and he could be headed for elbow ligament replacement surgery after leaving Tuesday's game in the eighth inning with a sore arm.