Dreams don't always come true.

Literal

Dream [topic-は] necessarily realize-not thing [copula-だ].

必ずしも + negative = 'not always.' 実現する ('to realize, become real') is the formal verb for dreams or plans coming to fruition. ~ものだ ('it is a thing that X') marks a general truth or observation. An aphoristic tone.