It stinks, doesn't it? My neighborhood is also slowly changing from owner-occupied to rentals.

There's nothing wrong with moving after fifteen years. Neighborhoods do change over time and so do we. Luckily, you didn't buy at the peak of the bubble so you can leave without losing your shirt, if that is what makes sense for you.