A phillumenist. The hobby is called phillumeny or phillumenism.
A person who collects beetles is a coleopterist.
Bibliophile
supernatural
collecter
A cravatologist.
a strawber.
Someone with too much time on their hands and too much space?
A car collector?
a button collector
A paper collector
A badge collector.
A gem collector