1999 Chevy Blazer 1999 Blazer gets power but sometimes won'

My 1999 Chevy Blazer gets power but sometimes won't start. When I turn the key nothing happens, no noises, no clicking, no whiring, nothing. Sometimes I can get it to start by taking off the battery cables and hooking them back up again. I replaced the starter and the same problem happens.