Synonyms for Obsession (same or very similar meaning)
WordNet sense 1 (an irrational motive for performing trivial or repetitive actions against your will):
compulsionWordNet sense 2 (an unhealthy and compulsive preoccupation with something or someone):
fixationFrom the ODE community, based on WordNetadd/edit