All unauthorized uses start off as infringements.
In order to take advantage of fair use, you have to satisfy the test, part of which is whether the use was commercial.
It doesn't matter if the *site* is commercial or noncommercial, it's the *use* that matters.
Four factors test: http://www.utsystem.edu/ogc/intellectualproperty/copypol2.htm