Chancellor said he was considering buying the Redmond Athletic Club, which went out of business Monday after losing its lease.
He said two female employees called the police after he looked in the window and asked for help.
Chancellor said the police "know I'm a good guy and stealing isn't in my blood."
Later Wednesday night, Redmond Police confirmed what happened. The police department issued this statement:
"On March 2nd, 2016 at 4:25pm, Redmond Police Dispatch received a 911 call from a local gym. Two female employees were inside the closed facility alone and reported that five adults were outside their facility, some were pounding on the door and looking in the windows with cameras, as if they were trying to gain entry. The employees reported they weren't exactly sure what was going on, but the individuals did not appear to be leaving, even though the gym was closed for business.
"Redmond Officers responded and made contact with five adults, who expressed they had an interest in purchasing the gym and were trying to make contact with someone inside the facility. Our interactions with the group were very positive, the group left the area without incident and no police report was filed."
See Chancellor throughout his career:
NFL player mistaken for robber while looking at a gym he wanted to buy
ARLINGTON, TX - NOVEMBER 6: Kam Chancellor #31 of the Seattle Seahawks reaches out to tackle DeMarco Murray #29 of the Dallas Cowboys by his hand towel at Cowboys Stadium on November 6, 2011 in Arlington, Texas. The Cowboys defeated the Seahawks 23 to 13. (Photo by Wesley Hitt/Getty Images)
CHICAGO, IL - DECEMBER 02: Kam Chancellor #31 of the Seattle Seahawks awaits the snap against the Chicago Bears at Soldier Field on December 2, 2012 in Chicago, Illinois. The Seahawks defeated the Bears 23-17 in overtime. (Photo by Jonathan Daniel/Getty Images)
Kam Chancellor of the Seattle Seahawks answers questions during media day for Super Bowl XLVIII at the Prudential Center in Newark, N.J., on Tuesday, Jan. 28. 2014. (Brian Branch Price/MCT via Getty Images)
Kam Chancellor (31) of the Seattle Seahawks runs back an interception against the Denver Broncos during the first half of Super Bowl XLVIII at MetLife Stadium in East Rutherford, N.J., on Sunday, Feb. 2, 2014. (J. Patric Schneider/MCT via Getty Images)
EAST RUTHERFORD, NJ - FEBRUARY 02: Strong safety Kam Chancellor #31 of the Seattle Seahawks celebrates after Seattle won Super Bowl XLVIII at MetLife Stadium on February 2, 2014 in East Rutherford, New Jersey. The Seahawks beat the Broncos 43-8. (Photo by Christian Petersen/Getty Images)
SEATTLE, WA - SEPTEMBER 21: Strong safety Kam Chancellor #31 of the Seattle Seahawks looks on against the Denver Broncos in the fourth quarter at CenturyLink Field on September 21, 2014 in Seattle, Washington. The Seahawks defeated the Broncos 26-20. (Photo by Jeff Gross/Getty Images)
CHARLOTTE, NC - OCTOBER 26: Kam Chancellor #31 of the Seattle Seahawks heads off the field after the game against the Carolina Panthers on October 26, 2014 at Bank of America Stadium in Charlotte, North Carolina. (Photo by Scott Cunningham/Getty Images)
SEATTLE, WA - JANUARY 18: Strong safety Kam Chancellor #31 of the Seattle Seahawks reacts in the 2015 NFC Championship game against the Green Bay Packers at CenturyLink Field on January 18, 2015 in Seattle, Washington. The Seahawks defeated the Packers 28-22 in overtime. (Photo by Christian Petersen/Getty Images)
CHANDLER, AZ - JANUARY 26: Strong safety Kam Chancellor #31 of the Seattle Seahawks speaks during a Super Bowl XLIX media availability at the Arizona Grand Hotel on January 26, 2015 in Chandler, Arizona. (Photo by Christian Petersen/Getty Images)
CHARLOTTE, NC - JANUARY 17: Head coach Pete Carroll talks with Kam Chancellor #31 of the Seattle Seahawks after losing to the Carolina Panthers 31-24 at the NFC Divisional Playoff Game at Bank of America Stadium on January 17, 2016 in Charlotte, North Carolina. (Photo by Patrick Smith/Getty Images)