The bluish colour of water in the deep sea is due to: 

The sea looks blue because red, orange, and yellow (long wavelength light) are absorbed more strongly by water, and blue light gets scattered the most because it has a small wavelength. So, when white light from the sun enters the ocean, the deep sea looks blue.