It's a kind of distortion you get with some lenses. Towards the edges if the picture, lines which should be straight are bent inwards towards the centre. Imagine having a sea horizon towards the bottom of the picture: it will bulge upwards in the middle.
You can fix it with most software tools these days. Programs like Lightroom can use the known characteristics of the lens to correct it automatically. Other programs have distortion or transformation tools which allow you to correct it manually by eye.