。
Baseball season has started.
Literal
Baseball season [subj-が] started.
シーズン is a katakana loanword from English. 野球シーズン is a compound noun with no particle, showing Japanese's preference for direct noun juxtaposition in compounds. 始まる is the intransitive 'start'; its transitive counterpart 始める means 'cause to start.'