This is due to endogenous peroxidase activity. Try endogenous peroxidase quenching with hydrogen peroxide. For more details, check out our IHC protocol for paraffin embedded sections https://www.alomone.com/info/immunohistochemistry-ihc-protocols-for-paraffin-embedded-sections