The 33-year-old woman, a native of Tamil Nadu, was found hanging in her room at the convent on Monday evening.
She was rushed to the hospital but was declared dead, an officer of Kollam east police station said.
A suicide note was discovered in her room, but it only indicated that she suffered from "psychological" issues, he said.
A case of unnatural death has been registered and inquest proceedings are going on.