You know those moldings are to protect the car from door dings, right? Living in the city (although I'm sure you do more parallel parking) may be the reason to keep them on. If not I'm sure it's just double sided tape. A hair dryer and fishing line with a little patience should take it off. You can get any residue off after that fairly easily too.