The 36-year-old singer is believed to have parted ways with RCA Records after experiencing a bad run of sales of her second solo album "Big Fat Lie" in the UK charts, reported Contactmusic.
The former "X Factor" judge saw a series low in sales of singles released from the album.
There are reports that the former Pussycat Doll is likely to be picked up by another label.
Scherzinger is currently competing on TV series "I Can Do That", which challenges celebrities to show their hidden talents.