Which sentence is correct:

They are planning a persons' party.

or

They are planning a people's party.

I don't think either sounds correct, but these are the only choices!

You're right ... neither is correct!

The second one is grammatically acceptable, though, I think. The first one is just a silly attempt to make a plural out of "person," which in its meaning is singular!!