I like blue colour/the colour blue.

The first sentence sounds stilted.

As in the second sentence, the first sentence is using "colour" as a countable noun, so you need to use "the" before "blue," if you're referring to a particular blue color, or if you're referring to blue colors in general, use the plural "colours."