Did you add vinegar ? I've always whisked the egg yolk and mustard then gradually add oil until it starts to thicken, then add vinegar and continue whisking until its firm then season to taste (salt/pepper) you can add a little warm water if its too thick.
Can also use olive oil to make it aioli.