Victoria Police have arrested 36 people after they refused to end their blockade of a bridge in central Melbourne.

Dozens of climate protesters on a mission to shut down a bridge in Melbourne's CBD have been arrested while the rest have since packed up and left.

"A number of protestors complied but police had to arrest 36 protestors who refused to leave the roadway," said a spokesperson from Victoria Police.