Why is everyone making this so hard? The gender reveal party is really a “sex reveal party”, but of course that is an unacceptable name. So gender reveal party it will remain.
Participate or not as you choose, but realize this is a time of joy for the parents. Support them unless it offends you, in which case you should just stay silent.