Hi,
The TCGA RNA-Seq expression data is not normalized to any tissue - these are simply the counts per tumor sample normalized by gene length and library size (RPKM and RSEM).
The only exception here is the Agilent expression data (available for the early projects, such as GBM, ovarian, lung squamous), where each tumor sample was hybridized again a normal control sample (universal reference cDNA. a mix of different tissues).
Each TCGA project has a few normals included, you can download that data directly from the TCGA website. The samples have a -11 in their barcode at TCGA-xx-xxxx-01x. For the ovarian cancer project, there are a couple of normal fallopian tube samples.
Niki.