Thomas Hamilton, 59, has been missing from Kirkstall since 2.25pm yesterday.
West Yorkshire Police today said that Mr Hamilton often frequents Leeds city centre.
He is described as white, with short grey hair and a beard.
Officers do not know what clothing he may now be wearing.
Anyone with information is asked to call 101 and quote log 998.