Domestic bliss? Guy Pearce and Game of Thrones star Carice Van Houten continue to fuel romance rumours as they go grocery shopping together in Los Angeles

They were pictured looking cosy together in Los Angeles last month amid claims they have fallen in love.

And Guy Pearce was once again spotted with Game of Thrones star Carice Van Houten on Monday as the pair stepped out to go grocery shopping in a local West Hollywood market.

The pair kept things low key in causal ensembles as they carted their items to their car and drove back to an apartment that they are reportedly renting out together.

Scroll down for video  

Cute couple: Guy Pearce and rumoured girlfriend Carice Van Houten were seen picking up groceries together in West Hollywood last week 

Cute couple: Guy Pearce and rumoured girlfriend Carice Van Houten were seen picking up groceries together in West Hollywood last week 

Guy, 48, teamed a navy top with jeans while Carice wrapped up with a black faux fur jacket and jeans while she completed the look with pale pink trainers.

The Dutch actress appeared to be makeup free for the shopping trip as she sported a large pair of glasses and wore her ombre locks in natural waves.

The pair’s latest outing together comes after Dutch publication De Telegraaf published a report stating that Carice, 39, was 'totally in love' with her co-star in November.

Domestic bliss: The co-stars were first linked in November and it certainly looks like they're extremely relaxed in each other's company 

Domestic bliss: The co-stars were first linked in November and it certainly looks like they're extremely relaxed in each other's company 

Prior to their Los Angeles jaunts the pair were spotted together in the Netherlands earlier this month, fuelling rumours of romance. The reports of a romance between the pair came just a month after Guy announced that he and wife of 18-years had split.

In October a representative for the Britain-born Geelong-raised actor confirmed that Guy and psychologist Kate Mestitz had ended their marriage.

In a statement the pair, who met when they were teenagers, said they had 'decided it was time in January.'

All wrapped up: The Brimstone co-stars have been spotted in California on several occasions in recent months 

All wrapped up: The Brimstone co-stars have been spotted in California on several occasions in recent months 

Keeping it casual: Both Guy and Carice wore dressed down looks for their day out
Keeping it casual: Both Guy and Carice wore dressed down looks for their day out

Keeping it casual: Both Guy and Carice wore dressed down looks for their day out 

Guy confirmed the split saying: ‘'Kate and I will always love and support one another and be the best of friends.' 'No-one knows me like Kate does, and we’ll forever be appreciative of our mutual respect. We’ve both grown enormously through our relationship, but sadly, the time has come to part ways,' he continued.

Taking to Twitter he later wrote: 'Rumours r true I'm afraid - Kate and I parted ways back in Jan, (sic)' he wrote, adding: Sorry 2 be boring but we couldn't be closer. We'll love each other 4 ever xx.' 

The Iron Man star then shared a photograph of his wife sporting colourful tattoos, gushing: 'Best 20+ years of my life with this beautiful lady.' 

Carice, who stars as Melisandre in Game Of Thrones was previously linked to her Black Book co-star Sebastian Koch. 

The pair began dating in 2005 but called time on their romance in March 2010.

In character: Carice stars in the hit show Game Of Thrones 

In character: Carice stars in the hit show Game Of Thrones 

 

The comments below have not been moderated.

The views expressed in the contents above are those of our users and do not necessarily reflect the views of MailOnline.

By posting your comment you agree to our house rules.

Who is this week's top commenter? Find out now