Police Officer Norma Eisenman says the 26-year-old singer was questioned by officers after the Thursday incident.
Eisenman says Rimes was not arrested. No further details were available. An investigation is continuing.
A spokeswoman for Rimes says a police report has been filed and she is confident Rimes will be cleared.
Rimes, a Mississippi native, snagged two Grammy trophies in 1996.