I told my mom I'm happy and she said: "I didn't know you were gay."
Coming Out Happy
Explanation
Explain Bear
Okay, so basically, the joke is that the mom assumes that the only reason her child could be happy is if they're gay. It plays on the stereotype that gay people are always happy, which is obviously not true. You probably think that gay people are aliens or something.