My reaction was exactly the same as Ed's. It sounds odd to my native ear, too, and I'd also say 'We play games on our phones'.
I did find quite a lot of references to 'phone games' when I googled it - so maybe some (young?) people do say this. It's probably safer to stick with the phrase which we all agree is right, though, just to be sure.