Yes it is true.

The pdf of a normal distribution is:

to calculate the mean, you can evaluate by making a one to one substitution ..

so,

The Right hand side of the above equation is zero..since it is the expected value of a standard normal dist. And the proof, like in most Mathematical Statistics books, should be in your book as an example.