terminology - Are 2 megapixels enough for HD resolution pictures?

HD pictures has 1920x1080 = 2073600 pixels = 2025 kilopixel = 1.98 megapixel.

Does this mean that we can take HD pictures with a 2 MP camera? If not, why not?