Flowering plant often grown indoors (7)
I believe the answer is:
begonia
(Other definitions for begonia that I've seen before include "Common garden plant" , "bloomer" , "colourful flower" , "Tropical plant" , "Herbaceous plant whose flowers have no petals" .)