Interference works by superposition of fields. If you have two fields at some position, they add up according to their phase. You get a higher total amplitude when they are in phase, you get a smaller total amplitude when they are out of phase and you can get everything in between. If this phase is fixed, this means that the fields always add up or are always reduced. If you have incoherent beams, their relative phase varies over time. The amplitudes sometimes add up and sometimes they are subtracted.
Now it depends on "how fast you look". When you try to capture an interference pattern created by fields with phase varying over time, you will see a mixture of adding up and getting subtracted, if you have a look at the pattern averaged over a timescale which is longer than the timescale on which the phase randomizes. This will sum up to no pattern at all. If you just look at the pattern on a much shorter timescale than the timescale over which the phase randomizes, you will still see the pattern.
If this phase randomizing timescale is long, the fields are usually called mutually coherent. If it is short, they are called incoherent. However, there is no well defined border in between.