transforms.ToTensor() should already normalize your tensor to [0, 1].
transforms.Normalize will subtract the mean and divide by the standard deviation, such that your tensors should have a zero mean and a stddev of 1.
If you just want to have tensors in [0, 1], remove the transforms.Normalize transformation and check the values of your tensors.