Where to download baseline/average gene expression level of all human coding genes?
There is not going to be a public database with this data. Apart from anything else, generating data for early human development is difficult and ethically tricky. Also, most people who care about development would probably think that a whole body average would be meaningless. 

The best you could do would be to select tissues you were interested in from something like Expression Atlas and calculate the averages yourself.