Is it too late for piano?

Nope! I felt that way with guitar. It gets kind of frustrating because you need to start at the beginning, and the older you are, the more advanced you feel you should be, but you always gotta start with the level 1 books and songs. I'm sure if you practiced regularly you could pick it up easily, you'll definitely learn to sight read faster over time. Good luck!