Almost always, a rash on the breast is due to a minor and treatable condition, such as an infection or allergy. Rarely, though, it can be due to something more severe like inflammatory breast cancer (IBC). This is a type of breast cancer that develops quite differently than most breast cancers. Instead of lumps, inflammatory breast cancer can appear with a rash.