Bit depth is referring to bits per channel.
An 8-bit RGB file contains three channels, and is sometimes called a 24-bit file, since 8 x 3 = 24, but 8-bit is commonly used.
If you start out with an 8-bit file and do not change the bit depth, it will still be 8-bit when you save or save as.