The Hammers edged ahead at Stoke but finally settled for a draw in a 1-1 draw in the absence of manager Avram Grant due to Yom Kippur.
Kevin Foley put the visitors ahead and it remained that way until the 77th minute when Rafael van der Vaart scored his first Premier League goal for Spurs from the penalty spot.
Roman Pavlyuchenko put the hosts ahead with three minutes to go and Wolves misery was compounded in the final minute when Richard Stearman's clearance rebounded into the net off Hutton.
Newcastle ensured Everton’s miserable start to the campaign continued as they triumphed 1-0 at Goodison Park.
Aston Villa’s new boss, watching from the stands, saw Ashley Young’s free kick give the home side an early lead, but Bolton levelled before half time through Kevin Davies and that’s how it remained until the final whistle, 1-1.
Rovers Christopher Samba headed into an empty net after Cottagers keeper Mark Schwarzer appeared to be impeded.
The host then missed other opportunities and paid the price in the 56th minute as Clint Dempsey powered home a header.
West Brom turned round a half-time deficit to beat Birmingham 3-1 in the local derby at The Hawthorns.
Birmingham went in front on 15 minutes through Cameron Jerome for a simple finish.
Albion improved after the break and scored three times to take the local bragging rights.
Scott Dann scored an unfortunate own goal to restore parity.
Peter Odemwingie put the Baggies ahead and the points were sealed when defender Jonas Olsson headed home a corner.